MLToolkit Example¶
Create Date: July 1, 2018; Last Update: July 01, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)
Adult Census Income¶
Predict whether income exceeds $50K/yr based on census data.¶
Source: https://www.kaggle.com/uciml/adult-census-income/home
About this file Attributes:
- [age]: continuous
- [workclass]: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked
- [fnlwgt]: continuous. final weight. In other words, this is the number of people the census believes the entry represents.
- [education]: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool
- [education-num]: The highest level of education achieved in numerical form. continuous
- [marital-status]: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse
- [occupation]: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces
- [relationship]: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried
- [race]: White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black
- [sex]: Female, Male
- [capital-gain]: continuous
- [capital-loss]: continuous
- [hours-per-week]: continuous
- [native-country]: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&Tobago, Peru, Hong, Holand-Netherlands
- [income]: RESPONSE (">50K", "<=50K")
1. Load Python libraries¶
In [1]:
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from sklearn.calibration import calibration_curve
from sklearn.metrics import roc_curve, confusion_matrix
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import MLToolkit as mltk
%matplotlib inline
MLToolkit==0.1.2
2. Load Dataset¶
In [2]:
FileName = 'incomedata.csv'
Data = pd.read_csv(FileName)
Add ID column¶
In [3]:
Data = mltk.add_identity_column(Data, id_label='ID', start=1, increment=1)
Data.head()
Out[3]:
| ID | age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 90 | ? | 77053 | HS-grad | 9 | Widowed | ? | Not-in-family | White | Female | 0 | 4356 | 40 | United-States | <=50K |
| 1 | 2 | 82 | Private | 132870 | HS-grad | 9 | Widowed | Exec-managerial | Not-in-family | White | Female | 0 | 4356 | 18 | United-States | <=50K |
| 2 | 3 | 66 | ? | 186061 | Some-college | 10 | Widowed | ? | Unmarried | Black | Female | 0 | 4356 | 40 | United-States | <=50K |
| 3 | 4 | 54 | Private | 140359 | 7th-8th | 4 | Divorced | Machine-op-inspct | Unmarried | White | Female | 0 | 3900 | 40 | United-States | <=50K |
| 4 | 5 | 41 | Private | 264663 | Some-college | 10 | Separated | Prof-specialty | Own-child | White | Female | 0 | 3900 | 40 | United-States | <=50K |
In [4]:
DataStats = mltk.data_description(Data)
DataStats
Out[4]:
| count | unique | top | freq | mean | std | min | 10% | 25% | 50% | 75% | 90% | max | dtypes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 32561 | None | None | None | 16281 | 9399.7 | 1 | 3257 | 8141 | 16281 | 24421 | 29305 | 32561 | int64 |
| age | 32561 | None | None | None | 38.582 | 13.64 | 17 | 22 | 28 | 37 | 48 | 58 | 90 | int64 |
| workclass | 32561 | 9 | Private | 22696 | None | None | None | None | None | None | None | None | None | object |
| fnlwgt | 32561 | None | None | None | 1.8978e+05 | 1.0555e+05 | 12285 | 65716 | 1.1783e+05 | 1.7836e+05 | 2.3705e+05 | 3.2905e+05 | 1.4847e+06 | int64 |
| education | 32561 | 16 | HS-grad | 10501 | None | None | None | None | None | None | None | None | None | object |
| education-num | 32561 | None | None | None | 10.081 | 2.5727 | 1 | 7 | 9 | 10 | 12 | 13 | 16 | int64 |
| marital-status | 32561 | 7 | Married-civ-spouse | 14976 | None | None | None | None | None | None | None | None | None | object |
| occupation | 32561 | 15 | Prof-specialty | 4140 | None | None | None | None | None | None | None | None | None | object |
| relationship | 32561 | 6 | Husband | 13193 | None | None | None | None | None | None | None | None | None | object |
| race | 32561 | 5 | White | 27816 | None | None | None | None | None | None | None | None | None | object |
| sex | 32561 | 2 | Male | 21790 | None | None | None | None | None | None | None | None | None | object |
| capital-gain | 32561 | None | None | None | 1077.6 | 7385.3 | 0 | 0 | 0 | 0 | 0 | 0 | 99999 | int64 |
| capital-loss | 32561 | None | None | None | 87.304 | 402.96 | 0 | 0 | 0 | 0 | 0 | 0 | 4356 | int64 |
| hours-per-week | 32561 | None | None | None | 40.437 | 12.347 | 1 | 24 | 40 | 40 | 45 | 55 | 99 | int64 |
| native-country | 32561 | 42 | United-States | 29170 | None | None | None | None | None | None | None | None | None | object |
| income | 32561 | 2 | <=50K | 24720 | None | None | None | None | None | None | None | None | None | object |
4. Creating Feature Variables¶
Identify Response variable/Class Variable (y)¶
In [5]:
class_variable = 'HighIncome'
response_raw = 'income'
Data[class_variable]=np.where(Data[response_raw]=='>50K',1,0)
Inspect Continious/Numerical Variables¶
In [6]:
table = mltk.histogram(Data, 'age', n_bins=10, orientation='vertical')
print(table)
counts age 1_[17,24.3] 5570 2_[24.3,31.6] 5890 3_[31.6,38.9] 6048 4_[38.9,46.2] 6163 5_[46.2,53.5] 3967 6_[53.5,60.8] 2591 7_[60.8,68.1] 1595 8_[68.1,75.4] 496 9_[75.4,82.7] 174 10_[82.7,90] 67 TOTAL 32561
In [7]:
import matplotlib.pyplot as plt
table = mltk.histogram(Data, 'hours-per-week', n_bins=10, orientation='vertical')
print(table)
counts hours-per-week 1_[1,10.8] 736 2_[10.8,20.6] 2192 3_[20.6,30.4] 2317 4_[30.4,40.2] 17735 5_[40.2,50] 3119 6_[50,59.8] 3877 7_[59.8,69.6] 1796 8_[69.6,79.4] 448 9_[79.4,89.2] 202 10_[89.2,99] 139 TOTAL 32561
In [8]:
Data[['capital-gain','capital-loss']].hist()
Out[8]:
array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002225FFA7630>,
<matplotlib.axes._subplots.AxesSubplot object at 0x000002225FFDA7B8>]],
dtype=object)
Inspect Categorical Variables¶
In [9]:
Data.groupby(by=['education', 'education-num'])['ID'].count()
Out[9]:
education education-num 10th 6 933 11th 7 1175 12th 8 433 1st-4th 2 168 5th-6th 3 333 7th-8th 4 646 9th 5 514 Assoc-acdm 12 1067 Assoc-voc 11 1382 Bachelors 13 5355 Doctorate 16 413 HS-grad 9 10501 Masters 14 1723 Preschool 1 51 Prof-school 15 576 Some-college 10 7291 Name: ID, dtype: int64
In [10]:
categorical_variables = ['workclass', 'education', 'education-num',
'marital-status', 'occupation', 'relationship', 'race', 'sex',
'native-country', 'income']
In [11]:
print(mltk.category_lists(Data, categorical_variables))
workclass:('?', 'Private', 'State-gov', 'Federal-gov', 'Self-emp-not-inc', 'Self-emp-inc', 'Local-gov', 'Without-pay', 'Never-worked')
education:('HS-grad', 'Some-college', '7th-8th', '10th', 'Doctorate', 'Prof-school', 'Bachelors', 'Masters', '11th', 'Assoc-acdm', 'Assoc-voc', '1st-4th', '5th-6th', '12th', '9th', 'Preschool')
education-num:(9, 10, 4, 6, 16, 15, 13, 14, 7, 12, 11, 2, 3, 8, 5, 1)
marital-status:('Widowed', 'Divorced', 'Separated', 'Never-married', 'Married-civ-spouse', 'Married-spouse-absent', 'Married-AF-spouse')
occupation:('?', 'Exec-managerial', 'Machine-op-inspct', 'Prof-specialty', 'Other-service', 'Adm-clerical', 'Craft-repair', 'Transport-moving', 'Handlers-cleaners', 'Sales', 'Farming-fishing', 'Tech-support', 'Protective-serv', 'Armed-Forces', 'Priv-house-serv')
relationship:('Not-in-family', 'Unmarried', 'Own-child', 'Other-relative', 'Husband', 'Wife')
race:('White', 'Black', 'Asian-Pac-Islander', 'Other', 'Amer-Indian-Eskimo')
sex:('Female', 'Male')
native-country:('United-States', '?', 'Mexico', 'Greece', 'Vietnam', 'China', 'Taiwan', 'India', 'Philippines', 'Trinadad&Tobago', 'Canada', 'South', 'Holand-Netherlands', 'Puerto-Rico', 'Poland', 'Iran', 'England', 'Germany', 'Italy', 'Japan', 'Hong', 'Honduras', 'Cuba', 'Ireland', 'Cambodia', 'Peru', 'Nicaragua', 'Dominican-Republic', 'Haiti', 'El-Salvador', 'Hungary', 'Columbia', 'Guatemala', 'Jamaica', 'Ecuador', 'France', 'Yugoslavia', 'Scotland', 'Portugal', 'Laos', 'Thailand', 'Outlying-US(Guam-USVI-etc)')
income:('<=50K', '>50K')
In [12]:
mltk.plot_variable_responses(Data, variables=categorical_variables, class_variable='HighIncome')
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% workclass ? 1836 191 5.63865 2.43591 10.40305 Federal-gov 960 371 2.94831 4.73154 38.64583 Local-gov 2093 617 6.42794 7.86889 29.47922 Never-worked 7 0 0.02150 0.00000 0.00000 Private 22696 4963 69.70302 63.29550 21.86729 Self-emp-inc 1116 622 3.42741 7.93266 55.73477 Self-emp-not-inc 2541 724 7.80381 9.23352 28.49272 State-gov 1298 353 3.98636 4.50198 27.19569 Without-pay 14 0 0.04300 0.00000 0.00000 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% education 10th 933 62 2.86539 0.79072 6.64523 11th 1175 60 3.60861 0.76521 5.10638 12th 433 33 1.32981 0.42086 7.62125 1st-4th 168 6 0.51595 0.07652 3.57143 5th-6th 333 16 1.02270 0.20406 4.80480 7th-8th 646 40 1.98397 0.51014 6.19195 9th 514 27 1.57858 0.34434 5.25292 Assoc-acdm 1067 265 3.27693 3.37967 24.83599 Assoc-voc 1382 361 4.24434 4.60400 26.12156 Bachelors 5355 2221 16.44606 28.32547 41.47526 Doctorate 413 306 1.26839 3.90256 74.09201 HS-grad 10501 1675 32.25024 21.36207 15.95086 Masters 1723 959 5.29161 12.23058 55.65873 Preschool 51 0 0.15663 0.00000 0.00000 Prof-school 576 423 1.76899 5.39472 73.43750 Some-college 7291 1387 22.39182 17.68907 19.02345 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% education-num 1 51 0 0.15663 0.00000 0.00000 2 168 6 0.51595 0.07652 3.57143 3 333 16 1.02270 0.20406 4.80480 4 646 40 1.98397 0.51014 6.19195 5 514 27 1.57858 0.34434 5.25292 6 933 62 2.86539 0.79072 6.64523 7 1175 60 3.60861 0.76521 5.10638 8 433 33 1.32981 0.42086 7.62125 9 10501 1675 32.25024 21.36207 15.95086 10 7291 1387 22.39182 17.68907 19.02345 11 1382 361 4.24434 4.60400 26.12156 12 1067 265 3.27693 3.37967 24.83599 13 5355 2221 16.44606 28.32547 41.47526 14 1723 959 5.29161 12.23058 55.65873 15 576 423 1.76899 5.39472 73.43750 16 413 306 1.26839 3.90256 74.09201 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% marital-status Divorced 4443 463 13.64516 5.90486 10.42089 Married-AF-spouse 23 10 0.07064 0.12753 43.47826 Married-civ-spouse 14976 6692 45.99367 85.34626 44.68483 Married-spouse-absent 418 34 1.28374 0.43362 8.13397 Never-married 10683 491 32.80919 6.26196 4.59609 Separated 1025 66 3.14794 0.84173 6.43902 Widowed 993 85 3.04966 1.08405 8.55992 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% occupation ? 1843 191 5.66015 2.43591 10.36354 Adm-clerical 3770 507 11.57827 6.46601 13.44828 Armed-Forces 9 1 0.02764 0.01275 11.11111 Craft-repair 4099 929 12.58868 11.84798 22.66406 Exec-managerial 4066 1968 12.48733 25.09884 48.40138 Farming-fishing 994 115 3.05273 1.46665 11.56942 Handlers-cleaners 1370 86 4.20749 1.09680 6.27737 Machine-op-inspct 2002 250 6.14846 3.18837 12.48751 Other-service 3295 137 10.11947 1.74723 4.15781 Priv-house-serv 149 1 0.45760 0.01275 0.67114 Prof-specialty 4140 1859 12.71460 23.70871 44.90338 Protective-serv 649 211 1.99318 2.69098 32.51156 Sales 3650 983 11.20973 12.53667 26.93151 Tech-support 928 283 2.85004 3.60923 30.49569 Transport-moving 1597 320 4.90464 4.08111 20.03757 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% relationship Husband 13193 5918 40.51780 75.47507 44.85712 Not-in-family 8305 856 25.50597 10.91697 10.30704 Other-relative 981 37 3.01281 0.47188 3.77166 Own-child 5068 67 15.56463 0.85448 1.32202 Unmarried 3446 218 10.58321 2.78026 6.32618 Wife 1568 745 4.81558 9.50134 47.51276 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% race Amer-Indian-Eskimo 311 36 0.95513 0.45913 11.57556 Asian-Pac-Islander 1039 276 3.19093 3.51996 26.56400 Black 3124 387 9.59430 4.93559 12.38796 Other 271 25 0.83228 0.31884 9.22509 White 27816 7117 85.42735 90.76648 25.58599 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% sex Female 10771 1179 33.07945 15.03635 10.94606 Male 21790 6662 66.92055 84.96365 30.57366 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% native-country ? 583 146 1.79049 1.86201 25.04288 Cambodia 19 7 0.05835 0.08927 36.84211 Canada 121 39 0.37161 0.49739 32.23140 China 75 20 0.23034 0.25507 26.66667 Columbia 59 2 0.18120 0.02551 3.38983 Cuba 95 25 0.29176 0.31884 26.31579 Dominican-Republic 70 2 0.21498 0.02551 2.85714 Ecuador 28 4 0.08599 0.05101 14.28571 El-Salvador 106 9 0.32554 0.11478 8.49057 England 90 30 0.27640 0.38260 33.33333 France 29 12 0.08906 0.15304 41.37931 Germany 137 44 0.42075 0.56115 32.11679 Greece 29 8 0.08906 0.10203 27.58621 Guatemala 64 3 0.19655 0.03826 4.68750 Haiti 44 4 0.13513 0.05101 9.09091 Holand-Netherlands 1 0 0.00307 0.00000 0.00000 Honduras 13 1 0.03993 0.01275 7.69231 Hong 20 6 0.06142 0.07652 30.00000 Hungary 13 3 0.03993 0.03826 23.07692 India 100 40 0.30712 0.51014 40.00000 Iran 43 18 0.13206 0.22956 41.86047 Ireland 24 5 0.07371 0.06377 20.83333 Italy 73 25 0.22419 0.31884 34.24658 Jamaica 81 10 0.24876 0.12753 12.34568 Japan 62 24 0.19041 0.30608 38.70968 Laos 18 2 0.05528 0.02551 11.11111 Mexico 643 33 1.97476 0.42086 5.13219 Nicaragua 34 2 0.10442 0.02551 5.88235 Outlying-US(Guam-USVI-etc) 14 0 0.04300 0.00000 0.00000 Peru 31 2 0.09521 0.02551 6.45161 Philippines 198 61 0.60809 0.77796 30.80808 Poland 60 12 0.18427 0.15304 20.00000 Portugal 37 4 0.11363 0.05101 10.81081 Puerto-Rico 114 12 0.35011 0.15304 10.52632 Scotland 12 3 0.03685 0.03826 25.00000 South 80 16 0.24569 0.20406 20.00000 Taiwan 51 20 0.15663 0.25507 39.21569 Thailand 18 3 0.05528 0.03826 16.66667 Trinadad&Tobago 19 2 0.05835 0.02551 10.52632 United-States 29170 7171 89.58570 91.45517 24.58348 Vietnam 67 5 0.20577 0.06377 7.46269 Yugoslavia 16 6 0.04914 0.07652 37.50000 TOTAL 32561 7841 100.00000 100.00000 NaN
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% income <=50K 24720 0 75.91904 0.0 0.0 >50K 7841 7841 24.08096 100.0 100.0 TOTAL 32561 7841 100.00000 100.0 NaN
Create Categorical Variables from continious variables¶
In [13]:
Data['CapitalGainPositive'] = np.where(Data['capital-gain']>0,1,0)
Data['CapitalLossPositive'] = np.where(Data['capital-loss']>0,1,0)
In [14]:
variable='age'
AgeEdgeLabels = ['0', '20', '30', '40', '50', '60', 'INF']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=AgeEdgeLabels, left_inclusive=True, print_output=False)
variable='ageGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% ageGRP 1_[0,20] 2410 2 7.40149 0.02551 0.08299 2_[20,30] 8162 680 25.06680 8.67236 8.33129 3_[30,40] 8546 2406 26.24612 30.68486 28.15352 4_[40,50] 6983 2655 21.44590 33.86048 38.02091 5_[50,60] 4128 1547 12.67774 19.72963 37.47578 6_[60,INF) 2332 551 7.16194 7.02716 23.62779 TOTAL 32561 7841 100.00000 100.00000 NaN
In [15]:
variable='education-num'
EduNumEdgeLabels=['1', '4', '6', '8', '10', '13', '16']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=EduNumEdgeLabels, left_inclusive=True, print_output=False)
variable='education-numGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% education-numGRP 1_[1,4] 1147 62 3.52815 0.79072 5.40541 2_[4,6] 1447 89 4.45094 1.13506 6.15066 3_[6,8] 1608 93 4.94617 1.18607 5.78358 4_[8,10] 17792 3062 54.72778 39.05114 17.20998 5_[10,13] 7804 2847 24.00492 36.30914 36.48129 6_[13,16) 2712 1688 8.34205 21.52787 62.24189 TOTAL 32510 7841 100.00000 100.00000 NaN
In [16]:
variable='hours-per-week'
HoursPerWeekEdgeLabels = ['0', '20', '40', '50', '60', 'INF']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=HoursPerWeekEdgeLabels, left_inclusive=True, print_output=False)
variable='hours-per-weekGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
Counts HighIncome CountsFraction% ResponseFraction% ResponseRate% hours-per-weekGRP 1_[0,20] 2928 195 8.99235 2.48693 6.65984 2_[20,40] 20052 3790 61.58288 48.33567 18.90086 3_[40,50] 5938 2352 18.23654 29.99617 39.60930 4_[50,60] 2533 1100 7.77925 14.02882 43.42677 5_[60,INF) 1110 404 3.40899 5.15240 36.39640 TOTAL 32561 7841 100.00000 100.00000 NaN
In [17]:
Data.head()
Out[17]:
| ID | age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | income | HighIncome | CapitalGainPositive | CapitalLossPositive | ageGRP | education-numGRP | hours-per-weekGRP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 90 | ? | 77053 | HS-grad | 9 | Widowed | ? | Not-in-family | White | Female | 0 | 4356 | 40 | United-States | <=50K | 0 | 0 | 1 | 6_[60,INF) | 4_[8,10] | 2_[20,40] |
| 1 | 2 | 82 | Private | 132870 | HS-grad | 9 | Widowed | Exec-managerial | Not-in-family | White | Female | 0 | 4356 | 18 | United-States | <=50K | 0 | 0 | 1 | 6_[60,INF) | 4_[8,10] | 1_[0,20] |
| 2 | 3 | 66 | ? | 186061 | Some-college | 10 | Widowed | ? | Unmarried | Black | Female | 0 | 4356 | 40 | United-States | <=50K | 0 | 0 | 1 | 6_[60,INF) | 4_[8,10] | 2_[20,40] |
| 3 | 4 | 54 | Private | 140359 | 7th-8th | 4 | Divorced | Machine-op-inspct | Unmarried | White | Female | 0 | 3900 | 40 | United-States | <=50K | 0 | 0 | 1 | 5_[50,60] | 1_[1,4] | 2_[20,40] |
| 4 | 5 | 41 | Private | 264663 | Some-college | 10 | Separated | Prof-specialty | Own-child | White | Female | 0 | 3900 | 40 | United-States | <=50K | 0 | 0 | 1 | 4_[40,50] | 4_[8,10] | 2_[20,40] |
In [18]:
Data.columns.values
Out[18]:
array(['ID', 'age', 'workclass', 'fnlwgt', 'education', 'education-num',
'marital-status', 'occupation', 'relationship', 'race', 'sex',
'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',
'income', 'HighIncome', 'CapitalGainPositive',
'CapitalLossPositive', 'ageGRP', 'education-numGRP',
'hours-per-weekGRP'], dtype=object)
In [19]:
CategoryVariables = ['workclass', 'marital-status', 'occupation', 'relationship', 'race', 'sex',
'native-country', 'ageGRP', 'education-numGRP', 'hours-per-weekGRP']
#'ID', 'age', 'fnlwgt', 'income', 'HighIncome', 'education', 'education-num', 'hours-per-week', 'capital-gain', 'capital-loss',
BinaryVariables = ['CapitalGainPositive', 'CapitalLossPositive']
Target = 'HighIncome'
IdentifierColumns = ['ID']
Data[BinaryVariables+CategoryVariables+[Target]].head()
Out[19]:
| CapitalGainPositive | CapitalLossPositive | workclass | marital-status | occupation | relationship | race | sex | native-country | ageGRP | education-numGRP | hours-per-weekGRP | HighIncome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | ? | Widowed | ? | Not-in-family | White | Female | United-States | 6_[60,INF) | 4_[8,10] | 2_[20,40] | 0 |
| 1 | 0 | 1 | Private | Widowed | Exec-managerial | Not-in-family | White | Female | United-States | 6_[60,INF) | 4_[8,10] | 1_[0,20] | 0 |
| 2 | 0 | 1 | ? | Widowed | ? | Unmarried | Black | Female | United-States | 6_[60,INF) | 4_[8,10] | 2_[20,40] | 0 |
| 3 | 0 | 1 | Private | Divorced | Machine-op-inspct | Unmarried | White | Female | United-States | 5_[50,60] | 1_[1,4] | 2_[20,40] | 0 |
| 4 | 0 | 1 | Private | Separated | Prof-specialty | Own-child | White | Female | United-States | 4_[40,50] | 4_[8,10] | 2_[20,40] | 0 |
Create One Hot Encoded Variables¶
In [20]:
Data, FeatureVariables, Target = mltk.to_one_hot_encode(Data, category_variables=CategoryVariables, binary_variables=BinaryVariables, target_variable=Target)
Data[IdentifierColumns+FeatureVariables+[Target]].sample(5)
Out[20]:
| ID | CapitalGainPositive | CapitalLossPositive | workclass_? | workclass_Federal-gov | workclass_Local-gov | workclass_Never-worked | workclass_Private | workclass_Self-emp-inc | workclass_Self-emp-not-inc | workclass_State-gov | workclass_Without-pay | marital-status_Divorced | marital-status_Married-AF-spouse | marital-status_Married-civ-spouse | marital-status_Married-spouse-absent | marital-status_Never-married | marital-status_Separated | marital-status_Widowed | occupation_? | occupation_Adm-clerical | occupation_Armed-Forces | occupation_Craft-repair | occupation_Exec-managerial | occupation_Farming-fishing | occupation_Handlers-cleaners | occupation_Machine-op-inspct | occupation_Other-service | occupation_Priv-house-serv | occupation_Prof-specialty | occupation_Protective-serv | occupation_Sales | occupation_Tech-support | occupation_Transport-moving | relationship_Husband | relationship_Not-in-family | relationship_Other-relative | relationship_Own-child | relationship_Unmarried | relationship_Wife | race_Amer-Indian-Eskimo | race_Asian-Pac-Islander | race_Black | race_Other | race_White | sex_Female | sex_Male | native-country_? | native-country_Cambodia | native-country_Canada | native-country_China | native-country_Columbia | native-country_Cuba | native-country_Dominican-Republic | native-country_Ecuador | native-country_El-Salvador | native-country_England | native-country_France | native-country_Germany | native-country_Greece | native-country_Guatemala | native-country_Haiti | native-country_Holand-Netherlands | native-country_Honduras | native-country_Hong | native-country_Hungary | native-country_India | native-country_Iran | native-country_Ireland | native-country_Italy | native-country_Jamaica | native-country_Japan | native-country_Laos | native-country_Mexico | native-country_Nicaragua | native-country_Outlying-US(Guam-USVI-etc) | native-country_Peru | native-country_Philippines | native-country_Poland | native-country_Portugal | native-country_Puerto-Rico | native-country_Scotland | native-country_South | native-country_Taiwan | native-country_Thailand | native-country_Trinadad&Tobago | native-country_United-States | native-country_Vietnam | native-country_Yugoslavia | ageGRP_1_[0,20] | ageGRP_2_[20,30] | ageGRP_3_[30,40] | ageGRP_4_[40,50] | ageGRP_5_[50,60] | ageGRP_6_[60,INF) | education-numGRP_1_[1,4] | education-numGRP_2_[4,6] | education-numGRP_3_[6,8] | education-numGRP_4_[8,10] | education-numGRP_5_[10,13] | education-numGRP_6_[13,16) | hours-per-weekGRP_1_[0,20] | hours-per-weekGRP_2_[20,40] | hours-per-weekGRP_3_[40,50] | hours-per-weekGRP_4_[50,60] | hours-per-weekGRP_5_[60,INF) | HighIncome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8609 | 8610 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 31535 | 31536 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 16161 | 16162 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 30364 | 30365 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 17595 | 17596 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 |
Analyze Correlation¶
In [21]:
correlation=mltk.correlation_matrix(Data, FeatureVariables+[Target], target_variable=class_variable, method='pearson', return_type='list', show_plot=False)
correlation.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[21]:
| Variable1 | Variable2 | Correlation | |Correlation| | corrTargetVariable1 | corrTargetVariable2 | |
|---|---|---|---|---|---|---|
| 3630 | sex_Female | sex_Male | -1 | 1 | -0.216 | 0.216 |
| 222 | workclass_? | occupation_? | 0.998 | 0.998 | -0.0782 | -0.0786 |
| 1293 | marital-status_Married-civ-spouse | relationship_Husband | 0.893 | 0.893 | 0.445 | 0.401 |
| 3445 | race_Black | race_White | -0.789 | 0.789 | -0.0891 | 0.0852 |
| 1275 | marital-status_Married-civ-spouse | marital-status_Never-married | -0.645 | 0.645 | 0.445 | -0.318 |
| 5432 | education-numGRP_4_[8,10] | education-numGRP_5_[10,13] | -0.616 | 0.616 | -0.176 | 0.163 |
| 5454 | hours-per-weekGRP_2_[20,40] | hours-per-weekGRP_3_[40,50] | -0.598 | 0.598 | -0.153 | 0.172 |
| 2915 | relationship_Husband | sex_Male | 0.58 | 0.58 | 0.401 | 0.216 |
| 2914 | relationship_Husband | sex_Female | -0.58 | 0.58 | 0.401 | -0.216 |
| 1472 | marital-status_Never-married | relationship_Husband | -0.577 | 0.577 | -0.318 | 0.401 |
| 1294 | marital-status_Married-civ-spouse | relationship_Not-in-family | -0.538 | 0.538 | 0.445 | -0.189 |
| 1475 | marital-status_Never-married | relationship_Own-child | 0.509 | 0.509 | -0.318 | -0.229 |
| 2904 | relationship_Husband | relationship_Not-in-family | -0.483 | 0.483 | 0.401 | -0.189 |
| 3165 | relationship_Own-child | ageGRP_1_[0,20] | 0.465 | 0.465 | -0.229 | -0.159 |
| 610 | workclass_Private | workclass_Self-emp-not-inc | -0.441 | 0.441 | -0.0785 | 0.03 |
| 3382 | race_Asian-Pac-Islander | race_White | -0.44 | 0.44 | 0.0105 | 0.0852 |
| 1304 | marital-status_Married-civ-spouse | sex_Female | -0.432 | 0.432 | 0.445 | -0.216 |
| 1305 | marital-status_Married-civ-spouse | sex_Male | 0.432 | 0.432 | 0.445 | 0.216 |
| 2604 | occupation_Prof-specialty | education-numGRP_6_[13,16) | 0.424 | 0.424 | 0.186 | 0.269 |
| 4944 | native-country_Mexico | native-country_United-States | -0.416 | 0.416 | -0.0629 | 0.0345 |
| 3415 | race_Asian-Pac-Islander | native-country_Philippines | 0.408 | 0.408 | 0.0105 | 0.0123 |
| 5450 | hours-per-weekGRP_1_[0,20] | hours-per-weekGRP_2_[20,40] | -0.398 | 0.398 | -0.128 | -0.153 |
| 411 | workclass_Local-gov | workclass_Private | -0.398 | 0.398 | 0.0331 | -0.0785 |
| 3787 | native-country_? | native-country_United-States | -0.396 | 0.396 | 0.00304 | 0.0345 |
| 1296 | marital-status_Married-civ-spouse | relationship_Own-child | -0.38 | 0.38 | 0.445 | -0.229 |
| 1527 | marital-status_Never-married | ageGRP_1_[0,20] | 0.379 | 0.379 | -0.318 | -0.159 |
| 1528 | marital-status_Never-married | ageGRP_2_[20,30] | 0.377 | 0.377 | -0.318 | -0.213 |
| 620 | workclass_Private | occupation_? | -0.372 | 0.372 | -0.0785 | -0.0786 |
| 210 | workclass_? | workclass_Private | -0.371 | 0.371 | -0.0782 | -0.0785 |
| 5455 | hours-per-weekGRP_2_[20,40] | hours-per-weekGRP_4_[50,60] | -0.368 | 0.368 | -0.153 | 0.131 |
| 1090 | marital-status_Divorced | marital-status_Married-civ-spouse | -0.367 | 0.367 | -0.127 | 0.445 |
| 3424 | race_Asian-Pac-Islander | native-country_United-States | -0.365 | 0.365 | 0.0105 | 0.0345 |
| 2906 | relationship_Husband | relationship_Own-child | -0.354 | 0.354 | 0.401 | -0.229 |
| 5340 | ageGRP_2_[20,30] | ageGRP_3_[30,40] | -0.345 | 0.345 | -0.213 | 0.0568 |
| 5433 | education-numGRP_4_[8,10] | education-numGRP_6_[13,16) | -0.331 | 0.331 | -0.176 | 0.269 |
| 1114 | marital-status_Divorced | relationship_Unmarried | 0.329 | 0.329 | -0.127 | -0.143 |
| 1110 | marital-status_Divorced | relationship_Husband | -0.328 | 0.328 | -0.127 | 0.401 |
| 3189 | relationship_Unmarried | sex_Male | -0.321 | 0.321 | -0.143 | 0.216 |
| 3188 | relationship_Unmarried | sex_Female | 0.321 | 0.321 | -0.143 | -0.216 |
| 3255 | relationship_Wife | sex_Male | -0.319 | 0.319 | 0.123 | 0.216 |
| 3254 | relationship_Wife | sex_Female | 0.319 | 0.319 | 0.123 | -0.216 |
| 1297 | marital-status_Married-civ-spouse | relationship_Unmarried | -0.317 | 0.317 | 0.445 | -0.143 |
| 5355 | ageGRP_3_[30,40] | ageGRP_4_[40,50] | -0.312 | 0.312 | 0.0568 | 0.17 |
| 611 | workclass_Private | workclass_State-gov | -0.309 | 0.309 | -0.0785 | 0.0148 |
| 5341 | ageGRP_2_[20,30] | ageGRP_4_[40,50] | -0.302 | 0.302 | -0.213 | 0.17 |
| 1473 | marital-status_Never-married | relationship_Not-in-family | 0.297 | 0.297 | -0.318 | -0.189 |
| 2602 | occupation_Prof-specialty | education-numGRP_4_[8,10] | -0.296 | 0.296 | 0.186 | -0.176 |
| 4953 | native-country_Mexico | education-numGRP_1_[1,4] | 0.29 | 0.29 | -0.0629 | -0.0835 |
| 1707 | marital-status_Widowed | ageGRP_6_[60,INF) | 0.287 | 0.287 | -0.0644 | -0.00294 |
| 609 | workclass_Private | workclass_Self-emp-inc | -0.286 | 0.286 | -0.0785 | 0.139 |
| 2907 | relationship_Husband | relationship_Unmarried | -0.284 | 0.284 | 0.401 | -0.143 |
| 5335 | ageGRP_1_[0,20] | hours-per-weekGRP_1_[0,20] | 0.278 | 0.278 | -0.159 | -0.128 |
| 1092 | marital-status_Divorced | marital-status_Never-married | -0.278 | 0.278 | -0.127 | -0.318 |
| 311 | workclass_Federal-gov | workclass_Private | -0.264 | 0.264 | 0.0594 | -0.0785 |
| 1829 | occupation_Adm-clerical | sex_Female | 0.263 | 0.263 | -0.09 | -0.216 |
| 1830 | occupation_Adm-clerical | sex_Male | -0.263 | 0.263 | -0.09 | 0.216 |
| 3420 | race_Asian-Pac-Islander | native-country_South | 0.263 | 0.263 | 0.0105 | -0.00474 |
| 1111 | marital-status_Divorced | relationship_Not-in-family | 0.261 | 0.261 | -0.127 | -0.189 |
| 3404 | race_Asian-Pac-Islander | native-country_India | 0.258 | 0.258 | 0.0105 | 0.0207 |
| 3388 | race_Asian-Pac-Islander | native-country_China | 0.257 | 0.257 | 0.0105 | 0.00291 |
| 2976 | relationship_Not-in-family | relationship_Own-child | -0.251 | 0.251 | -0.189 | -0.229 |
| 5424 | education-numGRP_3_[6,8] | education-numGRP_4_[8,10] | -0.25 | 0.25 | -0.0975 | -0.176 |
| 1530 | marital-status_Never-married | ageGRP_4_[40,50] | -0.248 | 0.248 | -0.318 | 0.17 |
| 1348 | marital-status_Married-civ-spouse | ageGRP_1_[0,20] | -0.246 | 0.246 | 0.445 | -0.159 |
| 3425 | race_Asian-Pac-Islander | native-country_Vietnam | 0.242 | 0.242 | 0.0105 | -0.0176 |
| 1298 | marital-status_Married-civ-spouse | relationship_Wife | 0.24 | 0.24 | 0.445 | 0.123 |
| 5456 | hours-per-weekGRP_2_[20,40] | hours-per-weekGRP_5_[60,INF) | -0.238 | 0.238 | -0.153 | 0.0541 |
| 3318 | race_Amer-Indian-Eskimo | race_White | -0.238 | 0.238 | -0.0287 | 0.0852 |
| 5331 | ageGRP_1_[0,20] | education-numGRP_3_[6,8] | 0.238 | 0.238 | -0.159 | -0.0975 |
| 5416 | education-numGRP_2_[4,6] | education-numGRP_4_[8,10] | -0.237 | 0.237 | -0.0904 | -0.176 |
| 434 | workclass_Local-gov | occupation_Protective-serv | 0.235 | 0.235 | 0.0331 | 0.0281 |
| 818 | workclass_Self-emp-not-inc | occupation_Farming-fishing | 0.235 | 0.235 | 0.03 | -0.0519 |
| 3177 | relationship_Own-child | hours-per-weekGRP_1_[0,20] | 0.232 | 0.232 | -0.229 | -0.128 |
| 5062 | native-country_Philippines | native-country_United-States | -0.229 | 0.229 | 0.0123 | 0.0345 |
| 1122 | marital-status_Divorced | sex_Male | -0.229 | 0.229 | -0.127 | 0.216 |
| 1121 | marital-status_Divorced | sex_Female | 0.229 | 0.229 | -0.127 | -0.216 |
| 5356 | ageGRP_3_[30,40] | ageGRP_5_[50,60] | -0.227 | 0.227 | 0.0568 | 0.119 |
| 2959 | relationship_Husband | ageGRP_2_[20,30] | -0.227 | 0.227 | 0.401 | -0.213 |
| 2958 | relationship_Husband | ageGRP_1_[0,20] | -0.226 | 0.226 | 0.401 | -0.159 |
| 1349 | marital-status_Married-civ-spouse | ageGRP_2_[20,30] | -0.223 | 0.223 | 0.445 | -0.213 |
| 1996 | occupation_Craft-repair | sex_Female | -0.223 | 0.223 | -0.0126 | -0.216 |
| 1997 | occupation_Craft-repair | sex_Male | 0.223 | 0.223 | -0.0126 | 0.216 |
| 3507 | race_Other | race_White | -0.222 | 0.222 | -0.0318 | 0.0852 |
| 5342 | ageGRP_2_[20,30] | ageGRP_5_[50,60] | -0.22 | 0.22 | -0.213 | 0.119 |
| 3166 | relationship_Own-child | ageGRP_2_[20,30] | 0.213 | 0.213 | -0.229 | -0.213 |
| 1531 | marital-status_Never-married | ageGRP_5_[50,60] | -0.211 | 0.211 | -0.318 | 0.119 |
| 5278 | native-country_United-States | education-numGRP_1_[1,4] | -0.21 | 0.21 | 0.0345 | -0.0835 |
| 5407 | education-numGRP_1_[1,4] | education-numGRP_4_[8,10] | -0.21 | 0.21 | -0.0835 | -0.176 |
| 3421 | race_Asian-Pac-Islander | native-country_Taiwan | 0.205 | 0.205 | 0.0105 | 0.014 |
| 2977 | relationship_Not-in-family | relationship_Unmarried | -0.201 | 0.201 | -0.189 | -0.143 |
| 3610 | race_White | native-country_United-States | 0.2 | 0.2 | 0.0852 | 0.0345 |
| 5369 | ageGRP_4_[40,50] | ageGRP_5_[50,60] | -0.199 | 0.199 | 0.17 | 0.119 |
| 1564 | marital-status_Separated | relationship_Unmarried | 0.196 | 0.196 | -0.0744 | -0.143 |
| 4359 | native-country_Germany | native-country_United-States | -0.191 | 0.191 | 0.0122 | 0.0345 |
| 1658 | marital-status_Widowed | sex_Female | 0.188 | 0.188 | -0.0644 | -0.216 |
| 1659 | marital-status_Widowed | sex_Male | -0.188 | 0.188 | -0.0644 | 0.216 |
| 297 | workclass_? | ageGRP_6_[60,INF) | 0.187 | 0.187 | -0.0782 | -0.00294 |
| 1793 | occupation_? | ageGRP_6_[60,INF) | 0.186 | 0.186 | -0.0786 | -0.00294 |
| 2908 | relationship_Husband | relationship_Wife | -0.186 | 0.186 | 0.401 | 0.123 |
| 5400 | ageGRP_6_[60,INF) | hours-per-weekGRP_1_[0,20] | 0.184 | 0.184 | -0.00294 | -0.128 |
| 3601 | race_White | native-country_Philippines | -0.18 | 0.18 | 0.0852 | 0.0123 |
| 1818 | occupation_Adm-clerical | relationship_Husband | -0.18 | 0.18 | -0.09 | 0.401 |
| 3168 | relationship_Own-child | ageGRP_4_[40,50] | -0.179 | 0.179 | -0.229 | 0.17 |
| 3900 | native-country_Canada | native-country_United-States | -0.179 | 0.179 | 0.0116 | 0.0345 |
| 2603 | occupation_Prof-specialty | education-numGRP_5_[10,13] | 0.175 | 0.175 | 0.186 | 0.163 |
| 5140 | native-country_Puerto-Rico | native-country_United-States | -0.174 | 0.174 | -0.0188 | 0.0345 |
| 1483 | marital-status_Never-married | sex_Female | 0.171 | 0.171 | -0.318 | -0.216 |
| 1484 | marital-status_Never-married | sex_Male | -0.171 | 0.171 | -0.318 | 0.216 |
| 2385 | occupation_Other-service | relationship_Husband | -0.17 | 0.17 | -0.156 | 0.401 |
| 5439 | education-numGRP_5_[10,13] | education-numGRP_6_[13,16) | -0.169 | 0.169 | 0.163 | 0.269 |
| 2985 | relationship_Not-in-family | sex_Male | -0.169 | 0.169 | -0.189 | 0.216 |
| 2984 | relationship_Not-in-family | sex_Female | 0.169 | 0.169 | -0.189 | -0.216 |
| 5325 | ageGRP_1_[0,20] | ageGRP_3_[30,40] | -0.169 | 0.169 | -0.159 | 0.0568 |
| 4215 | native-country_El-Salvador | native-country_United-States | -0.168 | 0.168 | -0.0208 | 0.0345 |
| 1276 | marital-status_Married-civ-spouse | marital-status_Separated | -0.166 | 0.166 | 0.445 | -0.0744 |
| 5357 | ageGRP_3_[30,40] | ageGRP_6_[60,INF) | -0.166 | 0.166 | 0.0568 | -0.00294 |
| 433 | workclass_Local-gov | occupation_Prof-specialty | 0.165 | 0.165 | 0.0331 | 0.186 |
| 1277 | marital-status_Married-civ-spouse | marital-status_Widowed | -0.164 | 0.164 | 0.445 | -0.0644 |
| 5324 | ageGRP_1_[0,20] | ageGRP_2_[20,30] | -0.164 | 0.164 | -0.159 | -0.213 |
| 4699 | native-country_India | native-country_United-States | -0.163 | 0.163 | 0.0207 | 0.0345 |
| 1286 | marital-status_Married-civ-spouse | occupation_Other-service | -0.162 | 0.162 | 0.445 | -0.156 |
| 1651 | marital-status_Widowed | relationship_Unmarried | 0.161 | 0.161 | -0.0644 | -0.143 |
| 5343 | ageGRP_2_[20,30] | ageGRP_6_[60,INF) | -0.161 | 0.161 | -0.213 | -0.00294 |
| 1985 | occupation_Craft-repair | relationship_Husband | 0.16 | 0.16 | -0.0126 | 0.401 |
| 4062 | native-country_Cuba | native-country_United-States | -0.159 | 0.159 | 0.00283 | 0.0345 |
| 1800 | occupation_? | hours-per-weekGRP_1_[0,20] | 0.158 | 0.158 | -0.0786 | -0.128 |
| 1532 | marital-status_Never-married | ageGRP_6_[60,INF) | -0.158 | 0.158 | -0.318 | -0.00294 |
| 304 | workclass_? | hours-per-weekGRP_1_[0,20] | 0.157 | 0.157 | -0.0782 | -0.128 |
| 1477 | marital-status_Never-married | relationship_Wife | -0.157 | 0.157 | -0.318 | 0.123 |
| 4264 | native-country_England | native-country_United-States | -0.154 | 0.154 | 0.0114 | 0.0345 |
| 2396 | occupation_Other-service | sex_Female | 0.154 | 0.154 | -0.156 | -0.216 |
| 2397 | occupation_Other-service | sex_Male | -0.154 | 0.154 | -0.156 | 0.216 |
| 1539 | marital-status_Never-married | hours-per-weekGRP_1_[0,20] | 0.151 | 0.151 | -0.318 | -0.128 |
| 5333 | ageGRP_1_[0,20] | education-numGRP_5_[10,13] | -0.15 | 0.15 | -0.159 | 0.163 |
| 2132 | occupation_Exec-managerial | education-numGRP_5_[10,13] | 0.15 | 0.15 | 0.215 | 0.163 |
| 1560 | marital-status_Separated | relationship_Husband | -0.149 | 0.149 | -0.0744 | 0.401 |
| 3185 | relationship_Unmarried | race_Black | 0.149 | 0.149 | -0.143 | -0.0891 |
| 5451 | hours-per-weekGRP_1_[0,20] | hours-per-weekGRP_3_[40,50] | -0.148 | 0.148 | -0.128 | 0.172 |
| 3169 | relationship_Own-child | ageGRP_5_[50,60] | -0.148 | 0.148 | -0.229 | 0.119 |
| 5326 | ageGRP_1_[0,20] | ageGRP_4_[40,50] | -0.148 | 0.148 | -0.159 | 0.17 |
| 3114 | relationship_Own-child | relationship_Unmarried | -0.148 | 0.148 | -0.229 | -0.143 |
| 4845 | native-country_Jamaica | native-country_United-States | -0.146 | 0.146 | -0.0137 | 0.0345 |
| 1647 | marital-status_Widowed | relationship_Husband | -0.146 | 0.146 | -0.0644 | 0.401 |
| 2970 | relationship_Husband | hours-per-weekGRP_1_[0,20] | -0.146 | 0.146 | 0.401 | -0.128 |
| 5187 | native-country_South | native-country_United-States | -0.146 | 0.146 | -0.00474 | 0.0345 |
| 1351 | marital-status_Married-civ-spouse | ageGRP_4_[40,50] | 0.146 | 0.146 | 0.445 | 0.17 |
| 2905 | relationship_Husband | relationship_Other-relative | -0.145 | 0.145 | 0.401 | -0.0837 |
| 5370 | ageGRP_4_[40,50] | ageGRP_6_[60,INF) | -0.145 | 0.145 | 0.17 | -0.00294 |
| 1980 | occupation_Craft-repair | occupation_Prof-specialty | -0.145 | 0.145 | -0.0126 | 0.186 |
| 3409 | race_Asian-Pac-Islander | native-country_Japan | 0.144 | 0.144 | 0.0105 | 0.0149 |
| 2062 | occupation_Exec-managerial | occupation_Prof-specialty | -0.144 | 0.144 | 0.215 | 0.186 |
| 1279 | marital-status_Married-civ-spouse | occupation_Adm-clerical | -0.144 | 0.144 | 0.445 | -0.09 |
| 627 | workclass_Private | occupation_Machine-op-inspct | 0.144 | 0.144 | -0.0785 | -0.0694 |
| 695 | workclass_Private | ageGRP_6_[60,INF) | -0.144 | 0.144 | -0.0785 | -0.00294 |
| 1974 | occupation_Craft-repair | occupation_Exec-managerial | -0.143 | 0.143 | -0.0126 | 0.215 |
| 3955 | native-country_China | native-country_United-States | -0.141 | 0.141 | 0.00291 | 0.0345 |
| 3471 | race_Black | native-country_Jamaica | 0.141 | 0.141 | -0.0891 | -0.0137 |
| 2961 | relationship_Husband | ageGRP_4_[40,50] | 0.14 | 0.14 | 0.401 | 0.17 |
| 3167 | relationship_Own-child | ageGRP_3_[30,40] | -0.14 | 0.14 | -0.229 | 0.0568 |
| 4810 | native-country_Italy | native-country_United-States | -0.139 | 0.139 | 0.0113 | 0.0345 |
| 2962 | relationship_Husband | ageGRP_5_[50,60] | 0.138 | 0.138 | 0.401 | 0.119 |
| 1813 | occupation_Adm-clerical | occupation_Prof-specialty | -0.138 | 0.138 | -0.09 | 0.186 |
| 1806 | occupation_Adm-clerical | occupation_Craft-repair | -0.137 | 0.137 | -0.09 | -0.0126 |
| 5457 | hours-per-weekGRP_3_[40,50] | hours-per-weekGRP_4_[50,60] | -0.137 | 0.137 | 0.172 | 0.131 |
| 1807 | occupation_Adm-clerical | occupation_Exec-managerial | -0.137 | 0.137 | -0.09 | 0.215 |
| 4114 | native-country_Dominican-Republic | native-country_United-States | -0.136 | 0.136 | -0.023 | 0.0345 |
| 2535 | occupation_Prof-specialty | occupation_Sales | -0.136 | 0.136 | 0.186 | 0.0237 |
| 701 | workclass_Private | education-numGRP_6_[13,16) | -0.135 | 0.135 | -0.0785 | 0.269 |
| 1982 | occupation_Craft-repair | occupation_Sales | -0.135 | 0.135 | -0.0126 | 0.0237 |
| 1352 | marital-status_Married-civ-spouse | ageGRP_5_[50,60] | 0.135 | 0.135 | 0.445 | 0.119 |
| 2972 | relationship_Husband | hours-per-weekGRP_3_[40,50] | 0.135 | 0.135 | 0.401 | 0.172 |
| 2064 | occupation_Exec-managerial | occupation_Sales | -0.134 | 0.134 | 0.215 | 0.0237 |
| 5270 | native-country_United-States | native-country_Vietnam | -0.133 | 0.133 | 0.0345 | -0.0176 |
| 721 | workclass_Self-emp-inc | occupation_Exec-managerial | 0.133 | 0.133 | 0.139 | 0.215 |
| 2440 | occupation_Other-service | ageGRP_1_[0,20] | 0.133 | 0.133 | -0.156 | -0.159 |
| 1166 | marital-status_Divorced | ageGRP_2_[20,30] | -0.133 | 0.133 | -0.127 | -0.213 |
| 3746 | sex_Male | hours-per-weekGRP_3_[40,50] | 0.133 | 0.133 | 0.216 | 0.172 |
| 3687 | sex_Female | hours-per-weekGRP_3_[40,50] | -0.133 | 0.133 | -0.216 | 0.172 |
| 3685 | sex_Female | hours-per-weekGRP_1_[0,20] | 0.133 | 0.133 | -0.216 | -0.128 |
| 3744 | sex_Male | hours-per-weekGRP_1_[0,20] | -0.133 | 0.133 | 0.216 | -0.128 |
| 2843 | occupation_Transport-moving | sex_Female | -0.132 | 0.132 | -0.0215 | -0.216 |
| 2844 | occupation_Transport-moving | sex_Male | 0.132 | 0.132 | -0.0215 | 0.216 |
| 2978 | relationship_Not-in-family | relationship_Wife | -0.132 | 0.132 | -0.189 | 0.123 |
| 3179 | relationship_Own-child | hours-per-weekGRP_3_[40,50] | -0.131 | 0.131 | -0.229 | 0.172 |
| 1360 | marital-status_Married-civ-spouse | hours-per-weekGRP_1_[0,20] | -0.13 | 0.13 | 0.445 | -0.128 |
| 4450 | native-country_Guatemala | native-country_United-States | -0.13 | 0.13 | -0.0201 | 0.0345 |
| 3410 | race_Asian-Pac-Islander | native-country_Laos | 0.13 | 0.13 | 0.0105 | -0.00713 |
| 3173 | relationship_Own-child | education-numGRP_3_[6,8] | 0.129 | 0.129 | -0.229 | -0.0975 |
| 1815 | occupation_Adm-clerical | occupation_Sales | -0.129 | 0.129 | -0.09 | 0.0237 |
| 1788 | occupation_? | ageGRP_1_[0,20] | 0.128 | 0.128 | -0.0786 | -0.159 |
| 3187 | relationship_Unmarried | race_White | -0.128 | 0.128 | -0.143 | 0.0852 |
| 4879 | native-country_Japan | native-country_United-States | -0.128 | 0.128 | 0.0149 | 0.0345 |
| 2380 | occupation_Other-service | occupation_Prof-specialty | -0.128 | 0.128 | -0.156 | 0.186 |
| 5425 | education-numGRP_3_[6,8] | education-numGRP_5_[10,13] | -0.128 | 0.128 | -0.0975 | 0.163 |
| 12 | CapitalGainPositive | marital-status_Married-civ-spouse | 0.127 | 0.127 | 0.266 | 0.445 |
| 1978 | occupation_Craft-repair | occupation_Other-service | -0.127 | 0.127 | -0.0126 | -0.156 |
| 3516 | race_Other | native-country_Dominican-Republic | 0.127 | 0.127 | -0.0318 | -0.023 |
| 2060 | occupation_Exec-managerial | occupation_Other-service | -0.127 | 0.127 | 0.215 | -0.156 |
| 2911 | relationship_Husband | race_Black | -0.126 | 0.126 | 0.401 | -0.0891 |
| 292 | workclass_? | ageGRP_1_[0,20] | 0.126 | 0.126 | -0.0782 | -0.159 |
| 1281 | marital-status_Married-civ-spouse | occupation_Craft-repair | 0.126 | 0.126 | 0.445 | -0.0126 |
| 5089 | native-country_Poland | native-country_United-States | -0.126 | 0.126 | -0.0041 | 0.0345 |
| 1455 | marital-status_Never-married | marital-status_Separated | -0.126 | 0.126 | -0.318 | -0.0744 |
| 3549 | race_Other | native-country_United-States | -0.126 | 0.126 | -0.0318 | 0.0345 |
| 3386 | race_Asian-Pac-Islander | native-country_Cambodia | 0.126 | 0.126 | 0.0105 | 0.00721 |
| 1301 | marital-status_Married-civ-spouse | race_Black | -0.126 | 0.126 | 0.445 | -0.0891 |
| 691 | workclass_Private | ageGRP_2_[20,30] | 0.126 | 0.126 | -0.0785 | -0.213 |
| 631 | workclass_Private | occupation_Protective-serv | -0.125 | 0.125 | -0.0785 | 0.0281 |
| 4009 | native-country_Columbia | native-country_United-States | -0.125 | 0.125 | -0.0206 | 0.0345 |
| 2973 | relationship_Husband | hours-per-weekGRP_4_[50,60] | 0.125 | 0.125 | 0.401 | 0.131 |
| 1168 | marital-status_Divorced | ageGRP_4_[40,50] | 0.124 | 0.124 | -0.127 | 0.17 |
| 1456 | marital-status_Never-married | marital-status_Widowed | -0.124 | 0.124 | -0.318 | -0.0644 |
| 3590 | race_White | native-country_India | -0.122 | 0.122 | 0.0852 | 0.0207 |
| 5427 | education-numGRP_3_[6,8] | hours-per-weekGRP_1_[0,20] | 0.122 | 0.122 | -0.0975 | -0.128 |
| 1465 | marital-status_Never-married | occupation_Other-service | 0.121 | 0.121 | -0.318 | -0.156 |
| 1811 | occupation_Adm-clerical | occupation_Other-service | -0.121 | 0.121 | -0.09 | -0.156 |
| 5417 | education-numGRP_2_[4,6] | education-numGRP_5_[10,13] | -0.121 | 0.121 | -0.0904 | 0.163 |
| 1648 | marital-status_Widowed | relationship_Not-in-family | 0.12 | 0.12 | -0.0644 | -0.189 |
| 828 | workclass_Self-emp-not-inc | relationship_Husband | 0.12 | 0.12 | 0.03 | 0.401 |
| 2382 | occupation_Other-service | occupation_Sales | -0.119 | 0.119 | -0.156 | 0.0237 |
| 896 | workclass_Self-emp-not-inc | hours-per-weekGRP_2_[20,40] | -0.119 | 0.119 | 0.03 | -0.153 |
| 2913 | relationship_Husband | race_White | 0.119 | 0.119 | 0.401 | 0.0852 |
| 3606 | race_White | native-country_South | -0.118 | 0.118 | 0.0852 | -0.00474 |
| 1295 | marital-status_Married-civ-spouse | relationship_Other-relative | -0.118 | 0.118 | 0.445 | -0.0837 |
| 808 | workclass_Self-emp-not-inc | marital-status_Married-civ-spouse | 0.117 | 0.117 | 0.03 | 0.445 |
| 1362 | marital-status_Married-civ-spouse | hours-per-weekGRP_3_[40,50] | 0.117 | 0.117 | 0.445 | 0.172 |
| 918 | workclass_State-gov | occupation_Prof-specialty | 0.117 | 0.117 | 0.0148 | 0.186 |
| 324 | workclass_Federal-gov | occupation_Adm-clerical | 0.117 | 0.117 | 0.0594 | -0.09 |
| 5364 | ageGRP_3_[30,40] | hours-per-weekGRP_1_[0,20] | -0.117 | 0.117 | 0.0568 | -0.128 |
| 2219 | occupation_Farming-fishing | hours-per-weekGRP_5_[60,INF) | 0.116 | 0.116 | -0.0519 | 0.0541 |
| 5209 | native-country_Taiwan | native-country_United-States | -0.116 | 0.116 | 0.014 | 0.0345 |
| 2136 | occupation_Exec-managerial | hours-per-weekGRP_3_[40,50] | 0.116 | 0.116 | 0.215 | 0.172 |
| 2971 | relationship_Husband | hours-per-weekGRP_2_[20,40] | -0.116 | 0.116 | 0.401 | -0.153 |
| 3447 | race_Black | sex_Male | -0.116 | 0.116 | -0.0891 | 0.216 |
| 3446 | race_Black | sex_Female | 0.116 | 0.116 | -0.0891 | -0.216 |
| 3402 | race_Asian-Pac-Islander | native-country_Hong | 0.115 | 0.115 | 0.0105 | 0.00343 |
| 3170 | relationship_Own-child | ageGRP_6_[60,INF) | -0.115 | 0.115 | -0.229 | -0.00294 |
| 630 | workclass_Private | occupation_Prof-specialty | -0.115 | 0.115 | -0.0785 | 0.186 |
| 732 | workclass_Self-emp-inc | relationship_Husband | 0.115 | 0.115 | 0.139 | 0.401 |
| 3543 | race_Other | native-country_Puerto-Rico | 0.115 | 0.115 | -0.0318 | -0.0188 |
| 3422 | race_Asian-Pac-Islander | native-country_Thailand | 0.115 | 0.115 | 0.0105 | -0.00408 |
| 1529 | marital-status_Never-married | ageGRP_3_[30,40] | -0.114 | 0.114 | -0.318 | 0.0568 |
| 3686 | sex_Female | hours-per-weekGRP_2_[20,40] | 0.114 | 0.114 | -0.216 | -0.153 |
| 3745 | sex_Male | hours-per-weekGRP_2_[20,40] | -0.114 | 0.114 | 0.216 | -0.153 |
| 32 | CapitalGainPositive | relationship_Husband | 0.113 | 0.113 | 0.266 | 0.401 |
| 1882 | occupation_Adm-clerical | education-numGRP_4_[8,10] | 0.113 | 0.113 | -0.09 | -0.176 |
| 3574 | race_White | native-country_China | -0.113 | 0.113 | 0.0852 | 0.00291 |
| 3594 | race_White | native-country_Jamaica | -0.112 | 0.112 | 0.0852 | -0.0137 |
| 1474 | marital-status_Never-married | relationship_Other-relative | 0.111 | 0.111 | -0.318 | -0.0837 |
| 5377 | ageGRP_4_[40,50] | hours-per-weekGRP_1_[0,20] | -0.11 | 0.11 | 0.17 | -0.128 |
| 3462 | race_Black | native-country_Haiti | 0.11 | 0.11 | -0.0891 | -0.0129 |
| 2488 | occupation_Priv-house-serv | native-country_Guatemala | 0.11 | 0.11 | -0.0371 | -0.0201 |
| 98 | CapitalGainPositive | education-numGRP_6_[13,16) | 0.11 | 0.11 | 0.266 | 0.269 |
| 712 | workclass_Self-emp-inc | marital-status_Married-civ-spouse | 0.11 | 0.11 | 0.139 | 0.445 |
| 1571 | marital-status_Separated | sex_Female | 0.109 | 0.109 | -0.0744 | -0.216 |
| 1572 | marital-status_Separated | sex_Male | -0.109 | 0.109 | -0.0744 | 0.216 |
| 3747 | sex_Male | hours-per-weekGRP_4_[50,60] | 0.109 | 0.109 | 0.216 | 0.131 |
| 3688 | sex_Female | hours-per-weekGRP_4_[50,60] | -0.109 | 0.109 | -0.216 | 0.131 |
| 1435 | marital-status_Married-spouse-absent | native-country_United-States | -0.108 | 0.108 | -0.0425 | 0.0345 |
| 899 | workclass_Self-emp-not-inc | hours-per-weekGRP_5_[60,INF) | 0.108 | 0.108 | 0.03 | 0.0541 |
| 2452 | occupation_Other-service | hours-per-weekGRP_1_[0,20] | 0.108 | 0.108 | -0.156 | -0.128 |
| 4494 | native-country_Haiti | native-country_United-States | -0.108 | 0.108 | -0.0129 | 0.0345 |
| 5394 | ageGRP_6_[60,INF) | education-numGRP_1_[1,4] | 0.108 | 0.108 | -0.00294 | -0.0835 |
| 5327 | ageGRP_1_[0,20] | ageGRP_5_[50,60] | -0.108 | 0.108 | -0.159 | 0.119 |
| 1303 | marital-status_Married-civ-spouse | race_White | 0.108 | 0.108 | 0.445 | 0.0852 |
| 1165 | marital-status_Divorced | ageGRP_1_[0,20] | -0.108 | 0.108 | -0.127 | -0.159 |
| 3094 | relationship_Other-relative | native-country_United-States | -0.108 | 0.108 | -0.0837 | 0.0345 |
| 840 | workclass_Self-emp-not-inc | sex_Male | 0.107 | 0.107 | 0.03 | 0.216 |
| 839 | workclass_Self-emp-not-inc | sex_Female | -0.107 | 0.107 | 0.03 | -0.216 |
| 5408 | education-numGRP_1_[1,4] | education-numGRP_5_[10,13] | -0.107 | 0.107 | -0.0835 | 0.163 |
| 1282 | marital-status_Married-civ-spouse | occupation_Exec-managerial | 0.107 | 0.107 | 0.445 | 0.215 |
| 1363 | marital-status_Married-civ-spouse | hours-per-weekGRP_4_[50,60] | 0.107 | 0.107 | 0.445 | 0.131 |
| 1822 | occupation_Adm-clerical | relationship_Unmarried | 0.107 | 0.107 | -0.09 | -0.143 |
| 4737 | native-country_Iran | native-country_United-States | -0.107 | 0.107 | 0.0151 | 0.0345 |
| 3626 | race_White | hours-per-weekGRP_2_[20,40] | -0.106 | 0.106 | 0.0852 | -0.153 |
| 2388 | occupation_Other-service | relationship_Own-child | 0.106 | 0.106 | -0.156 | -0.229 |
| 3611 | race_White | native-country_Vietnam | -0.106 | 0.106 | 0.0852 | -0.0176 |
| 800 | workclass_Self-emp-inc | hours-per-weekGRP_2_[20,40] | -0.106 | 0.106 | 0.139 | -0.153 |
| 626 | workclass_Private | occupation_Handlers-cleaners | 0.106 | 0.106 | -0.0785 | -0.0873 |
| 5337 | ageGRP_1_[0,20] | hours-per-weekGRP_3_[40,50] | -0.106 | 0.106 | -0.159 | 0.172 |
| 1461 | marital-status_Never-married | occupation_Exec-managerial | -0.106 | 0.106 | -0.318 | 0.215 |
| 5382 | ageGRP_5_[50,60] | ageGRP_6_[60,INF) | -0.106 | 0.106 | 0.119 | -0.00294 |
| 3176 | relationship_Own-child | education-numGRP_6_[13,16) | -0.106 | 0.106 | -0.229 | 0.269 |
| 617 | workclass_Private | marital-status_Never-married | 0.105 | 0.105 | -0.0785 | -0.318 |
| 1274 | marital-status_Married-civ-spouse | marital-status_Married-spouse-absent | -0.105 | 0.105 | 0.445 | -0.0425 |
| 2135 | occupation_Exec-managerial | hours-per-weekGRP_2_[20,40] | -0.104 | 0.104 | 0.215 | -0.153 |
| 1886 | occupation_Adm-clerical | hours-per-weekGRP_2_[20,40] | 0.104 | 0.104 | -0.09 | -0.153 |
| 2051 | occupation_Craft-repair | education-numGRP_6_[13,16) | -0.104 | 0.104 | -0.0126 | 0.269 |
| 810 | workclass_Self-emp-not-inc | marital-status_Never-married | -0.104 | 0.104 | 0.03 | -0.318 |
| 3570 | race_White | sex_Male | 0.103 | 0.103 | 0.0852 | 0.216 |
| 3569 | race_White | sex_Female | -0.103 | 0.103 | 0.0852 | -0.216 |
| 2975 | relationship_Not-in-family | relationship_Other-relative | -0.103 | 0.103 | -0.189 | -0.0837 |
| 14 | CapitalGainPositive | marital-status_Never-married | -0.103 | 0.103 | 0.266 | -0.318 |
| 989 | workclass_State-gov | education-numGRP_6_[13,16) | 0.103 | 0.103 | 0.0148 | 0.269 |
| 5349 | ageGRP_2_[20,30] | education-numGRP_6_[13,16) | -0.103 | 0.103 | -0.213 | 0.269 |
| 3503 | race_Black | hours-per-weekGRP_2_[20,40] | 0.103 | 0.103 | -0.0891 | -0.153 |
| 3122 | relationship_Own-child | sex_Male | -0.102 | 0.102 | -0.229 | 0.216 |
| 3121 | relationship_Own-child | sex_Female | 0.102 | 0.102 | -0.229 | -0.216 |
| 2049 | occupation_Craft-repair | education-numGRP_4_[8,10] | 0.102 | 0.102 | -0.0126 | -0.176 |
| 2067 | occupation_Exec-managerial | relationship_Husband | 0.102 | 0.102 | 0.215 | 0.401 |
| 5446 | education-numGRP_6_[13,16) | hours-per-weekGRP_2_[20,40] | -0.102 | 0.102 | 0.269 | -0.153 |
| 5281 | native-country_United-States | education-numGRP_4_[8,10] | 0.102 | 0.102 | 0.0345 | -0.176 |
| 2070 | occupation_Exec-managerial | relationship_Own-child | -0.101 | 0.101 | 0.215 | -0.229 |
| 504 | workclass_Local-gov | education-numGRP_6_[13,16) | 0.101 | 0.101 | 0.0331 | 0.269 |
| 919 | workclass_State-gov | occupation_Protective-serv | 0.101 | 0.101 | 0.0148 | 0.0281 |
| 1359 | marital-status_Married-civ-spouse | education-numGRP_6_[13,16) | 0.101 | 0.101 | 0.445 | 0.269 |
| 3517 | race_Other | native-country_Ecuador | 0.101 | 0.101 | -0.0318 | -0.00672 |
| 2159 | occupation_Farming-fishing | sex_Female | -0.1 | 0.1 | -0.0519 | -0.216 |
| 2160 | occupation_Farming-fishing | sex_Male | 0.1 | 0.1 | -0.0519 | 0.216 |
| 2131 | occupation_Exec-managerial | education-numGRP_4_[8,10] | -0.1 | 0.1 | 0.215 | -0.176 |
| 1568 | marital-status_Separated | race_Black | 0.0995 | 0.0995 | -0.0744 | -0.0891 |
| 2450 | occupation_Other-service | education-numGRP_5_[10,13] | -0.0992 | 0.0992 | -0.156 | 0.163 |
| 2969 | relationship_Husband | education-numGRP_6_[13,16) | 0.099 | 0.099 | 0.401 | 0.269 |
| 5115 | native-country_Portugal | native-country_United-States | -0.0989 | 0.0989 | -0.0105 | 0.0345 |
| 1714 | marital-status_Widowed | hours-per-weekGRP_1_[0,20] | 0.0985 | 0.0985 | -0.0644 | -0.128 |
| 628 | workclass_Private | occupation_Other-service | 0.0982 | 0.0982 | -0.0785 | -0.156 |
| 802 | workclass_Self-emp-inc | hours-per-weekGRP_4_[50,60] | 0.0978 | 0.0978 | 0.139 | 0.131 |
| 2302 | occupation_Machine-op-inspct | occupation_Prof-specialty | -0.0977 | 0.0977 | -0.0694 | 0.186 |
| 1977 | occupation_Craft-repair | occupation_Machine-op-inspct | -0.0971 | 0.0971 | -0.0126 | -0.0694 |
| 5376 | ageGRP_4_[40,50] | education-numGRP_6_[13,16) | 0.097 | 0.097 | 0.17 | 0.269 |
| 1361 | marital-status_Married-civ-spouse | hours-per-weekGRP_2_[20,40] | -0.097 | 0.097 | 0.445 | -0.153 |
| 1703 | marital-status_Widowed | ageGRP_2_[20,30] | -0.0968 | 0.0968 | -0.0644 | -0.213 |
| 2454 | occupation_Other-service | hours-per-weekGRP_3_[40,50] | -0.0968 | 0.0968 | -0.156 | 0.172 |
| 2059 | occupation_Exec-managerial | occupation_Machine-op-inspct | -0.0967 | 0.0967 | 0.215 | -0.0694 |
| 3115 | relationship_Own-child | relationship_Wife | -0.0966 | 0.0966 | -0.229 | 0.123 |
| 325 | workclass_Federal-gov | occupation_Armed-Forces | 0.0954 | 0.0954 | 0.0594 | -0.00504 |
| 4975 | native-country_Nicaragua | native-country_United-States | -0.0948 | 0.0948 | -0.0138 | 0.0345 |
| 615 | workclass_Private | marital-status_Married-civ-spouse | -0.0948 | 0.0948 | -0.0785 | 0.445 |
| 2122 | occupation_Exec-managerial | ageGRP_1_[0,20] | -0.0947 | 0.0947 | 0.215 | -0.159 |
| 1541 | marital-status_Never-married | hours-per-weekGRP_3_[40,50] | -0.0944 | 0.0944 | -0.318 | 0.172 |
| 2372 | occupation_Machine-op-inspct | education-numGRP_5_[10,13] | -0.0943 | 0.0943 | -0.0694 | 0.163 |
| 1383 | marital-status_Married-spouse-absent | relationship_Husband | -0.0941 | 0.0941 | -0.0425 | 0.401 |
| 2240 | occupation_Handlers-cleaners | sex_Male | 0.094 | 0.094 | -0.0873 | 0.216 |
| 2239 | occupation_Handlers-cleaners | sex_Female | -0.094 | 0.094 | -0.0873 | -0.216 |
| 1736 | occupation_? | relationship_Own-child | 0.0939 | 0.0939 | -0.0786 | -0.229 |
| 3673 | sex_Female | ageGRP_1_[0,20] | 0.0937 | 0.0937 | -0.216 | -0.159 |
| 3732 | sex_Male | ageGRP_1_[0,20] | -0.0937 | 0.0937 | 0.216 | -0.159 |
| 1728 | occupation_? | occupation_Prof-specialty | -0.0935 | 0.0935 | -0.0786 | 0.186 |
| 232 | workclass_? | occupation_Prof-specialty | -0.0933 | 0.0933 | -0.0782 | 0.186 |
| 1460 | marital-status_Never-married | occupation_Craft-repair | -0.0932 | 0.0932 | -0.318 | -0.0126 |
| 2832 | occupation_Transport-moving | relationship_Husband | 0.093 | 0.093 | -0.0215 | 0.401 |
| 1721 | occupation_? | occupation_Craft-repair | -0.093 | 0.093 | -0.0786 | -0.0126 |
| 225 | workclass_? | occupation_Craft-repair | -0.0928 | 0.0928 | -0.0782 | -0.0126 |
| 240 | workclass_? | relationship_Own-child | 0.0926 | 0.0926 | -0.0782 | -0.229 |
| 1810 | occupation_Adm-clerical | occupation_Machine-op-inspct | -0.0926 | 0.0926 | -0.09 | -0.0694 |
| 1722 | occupation_? | occupation_Exec-managerial | -0.0925 | 0.0925 | -0.0786 | 0.215 |
| 3081 | relationship_Other-relative | native-country_Mexico | 0.0925 | 0.0925 | -0.0837 | -0.0629 |
| 625 | workclass_Private | occupation_Farming-fishing | -0.0924 | 0.0924 | -0.0785 | -0.0519 |
| 226 | workclass_? | occupation_Exec-managerial | -0.0923 | 0.0923 | -0.0782 | 0.215 |
| 2451 | occupation_Other-service | education-numGRP_6_[13,16) | -0.0923 | 0.0923 | -0.156 | 0.269 |
| 3029 | relationship_Not-in-family | ageGRP_2_[20,30] | 0.0917 | 0.0917 | -0.189 | -0.213 |
| 3607 | race_White | native-country_Taiwan | -0.0915 | 0.0915 | 0.0852 | 0.014 |
| 5452 | hours-per-weekGRP_1_[0,20] | hours-per-weekGRP_4_[50,60] | -0.0913 | 0.0913 | -0.128 | 0.131 |
| 2304 | occupation_Machine-op-inspct | occupation_Sales | -0.0909 | 0.0909 | -0.0694 | 0.0237 |
| 2133 | occupation_Exec-managerial | education-numGRP_6_[13,16) | 0.0906 | 0.0906 | 0.215 | 0.269 |
| 5034 | native-country_Peru | native-country_United-States | -0.0905 | 0.0905 | -0.0127 | 0.0345 |
| 435 | workclass_Local-gov | occupation_Sales | -0.0903 | 0.0903 | 0.0331 | 0.0237 |
| 1113 | marital-status_Divorced | relationship_Own-child | -0.0897 | 0.0897 | -0.127 | -0.229 |
| 1115 | marital-status_Divorced | relationship_Wife | -0.0894 | 0.0894 | -0.127 | 0.123 |
| 4459 | native-country_Guatemala | education-numGRP_1_[1,4] | 0.0893 | 0.0893 | -0.0201 | -0.0835 |
| 2825 | occupation_Tech-support | education-numGRP_5_[10,13] | 0.0893 | 0.0893 | 0.0257 | 0.163 |
| 3585 | race_White | native-country_Haiti | -0.0891 | 0.0891 | 0.0852 | -0.0129 |
| 729 | workclass_Self-emp-inc | occupation_Sales | 0.0888 | 0.0888 | 0.139 | 0.0237 |
| 5458 | hours-per-weekGRP_3_[40,50] | hours-per-weekGRP_5_[60,INF) | -0.0887 | 0.0887 | 0.172 | 0.0541 |
| 2474 | occupation_Priv-house-serv | sex_Male | -0.0887 | 0.0887 | -0.0371 | 0.216 |
| 2473 | occupation_Priv-house-serv | sex_Female | 0.0887 | 0.0887 | -0.0371 | -0.216 |
| 1719 | occupation_? | occupation_Adm-clerical | -0.0886 | 0.0886 | -0.0786 | -0.09 |
| 223 | workclass_? | occupation_Adm-clerical | -0.0885 | 0.0885 | -0.0782 | -0.09 |
| 2393 | occupation_Other-service | race_Black | 0.0881 | 0.0881 | -0.156 | -0.0891 |
| 884 | workclass_Self-emp-not-inc | ageGRP_2_[20,30] | -0.088 | 0.088 | 0.03 | -0.213 |
| 1535 | marital-status_Never-married | education-numGRP_3_[6,8] | 0.0877 | 0.0877 | -0.318 | -0.0975 |
| 4405 | native-country_Greece | native-country_United-States | -0.0876 | 0.0876 | 0.00245 | 0.0345 |
| 4312 | native-country_France | native-country_United-States | -0.0876 | 0.0876 | 0.0121 | 0.0345 |
| 814 | workclass_Self-emp-not-inc | occupation_Adm-clerical | -0.0874 | 0.0874 | 0.03 | -0.09 |
| 2963 | relationship_Husband | ageGRP_6_[60,INF) | 0.0871 | 0.0871 | 0.401 | -0.00294 |
| 1730 | occupation_? | occupation_Sales | -0.087 | 0.087 | -0.0786 | 0.0237 |
| 2137 | occupation_Exec-managerial | hours-per-weekGRP_4_[50,60] | 0.087 | 0.087 | 0.215 | 0.131 |
| 3627 | race_White | hours-per-weekGRP_3_[40,50] | 0.0869 | 0.0869 | 0.0852 | 0.172 |
| 234 | workclass_? | occupation_Sales | -0.0869 | 0.0869 | -0.0782 | 0.0237 |
| 714 | workclass_Self-emp-inc | marital-status_Never-married | -0.0867 | 0.0867 | 0.139 | -0.318 |
| 2537 | occupation_Prof-specialty | occupation_Transport-moving | -0.0867 | 0.0867 | 0.186 | -0.0215 |
| 2231 | occupation_Handlers-cleaners | relationship_Own-child | 0.0864 | 0.0864 | -0.0873 | -0.229 |
| 1984 | occupation_Craft-repair | occupation_Transport-moving | -0.0862 | 0.0862 | -0.0126 | -0.0215 |
| 2209 | occupation_Farming-fishing | education-numGRP_1_[1,4] | 0.0862 | 0.0862 | -0.0519 | -0.0835 |
| 4165 | native-country_Ecuador | native-country_United-States | -0.086 | 0.086 | -0.00672 | 0.0345 |
| 5330 | ageGRP_1_[0,20] | education-numGRP_2_[4,6] | 0.0859 | 0.0859 | -0.159 | -0.0904 |
| 35 | CapitalGainPositive | relationship_Own-child | -0.0859 | 0.0859 | 0.266 | -0.229 |
| 2300 | occupation_Machine-op-inspct | occupation_Other-service | -0.0859 | 0.0859 | -0.0694 | -0.156 |
| 2066 | occupation_Exec-managerial | occupation_Transport-moving | -0.0858 | 0.0858 | 0.215 | -0.0215 |
| 4224 | native-country_El-Salvador | education-numGRP_1_[1,4] | 0.0856 | 0.0856 | -0.0208 | -0.0835 |
| 2755 | occupation_Sales | hours-per-weekGRP_2_[20,40] | -0.0854 | 0.0854 | 0.0237 | -0.153 |
| 1350 | marital-status_Married-civ-spouse | ageGRP_3_[30,40] | 0.0853 | 0.0853 | 0.445 | 0.0568 |
| 1096 | marital-status_Divorced | occupation_Adm-clerical | 0.0852 | 0.0852 | -0.127 | -0.09 |
| 635 | workclass_Private | relationship_Husband | -0.0849 | 0.0849 | -0.0785 | 0.401 |
| 3385 | race_Asian-Pac-Islander | native-country_? | 0.0849 | 0.0849 | 0.0105 | 0.00304 |
| 5442 | education-numGRP_5_[10,13] | hours-per-weekGRP_3_[40,50] | 0.0847 | 0.0847 | 0.163 | 0.172 |
| 2593 | occupation_Prof-specialty | ageGRP_1_[0,20] | -0.0847 | 0.0847 | 0.186 | -0.159 |
| 2897 | occupation_Transport-moving | education-numGRP_5_[10,13] | -0.0845 | 0.0845 | -0.0215 | 0.163 |
| 2050 | occupation_Craft-repair | education-numGRP_5_[10,13] | -0.0845 | 0.0845 | -0.0126 | 0.163 |
| 5334 | ageGRP_1_[0,20] | education-numGRP_6_[13,16) | -0.0844 | 0.0844 | -0.159 | 0.269 |
| 632 | workclass_Private | occupation_Sales | 0.0843 | 0.0843 | -0.0785 | 0.0237 |
| 2395 | occupation_Other-service | race_White | -0.0842 | 0.0842 | -0.156 | 0.0852 |
| 3536 | race_Other | native-country_Mexico | 0.0842 | 0.0842 | -0.0318 | -0.0629 |
| 743 | workclass_Self-emp-inc | sex_Female | -0.084 | 0.084 | 0.139 | -0.216 |
| 744 | workclass_Self-emp-inc | sex_Male | 0.084 | 0.084 | 0.139 | 0.216 |
| 1790 | occupation_? | ageGRP_3_[30,40] | -0.0839 | 0.0839 | -0.0786 | 0.0568 |
| 1542 | marital-status_Never-married | hours-per-weekGRP_4_[50,60] | -0.0838 | 0.0838 | -0.318 | 0.131 |
| 2052 | occupation_Craft-repair | hours-per-weekGRP_1_[0,20] | -0.0837 | 0.0837 | -0.0126 | -0.128 |
| 2541 | occupation_Prof-specialty | relationship_Own-child | -0.0835 | 0.0835 | 0.186 | -0.229 |
| 294 | workclass_? | ageGRP_3_[30,40] | -0.0835 | 0.0835 | -0.0782 | 0.0568 |
| 3175 | relationship_Own-child | education-numGRP_5_[10,13] | -0.0827 | 0.0827 | -0.229 | 0.163 |
| 1791 | occupation_? | ageGRP_4_[40,50] | -0.0827 | 0.0827 | -0.0786 | 0.17 |
| 3180 | relationship_Own-child | hours-per-weekGRP_4_[50,60] | -0.0823 | 0.0823 | -0.229 | 0.131 |
| 295 | workclass_? | ageGRP_4_[40,50] | -0.0823 | 0.0823 | -0.0782 | 0.17 |
| 1726 | occupation_? | occupation_Other-service | -0.0822 | 0.0822 | -0.0786 | -0.156 |
| 1817 | occupation_Adm-clerical | occupation_Transport-moving | -0.0822 | 0.0822 | -0.09 | -0.0215 |
| 230 | workclass_? | occupation_Other-service | -0.082 | 0.082 | -0.0782 | -0.156 |
| 88 | CapitalGainPositive | ageGRP_2_[20,30] | -0.0818 | 0.0818 | 0.266 | -0.213 |
| 1706 | marital-status_Widowed | ageGRP_5_[50,60] | 0.0811 | 0.0811 | -0.0644 | 0.119 |
| 2293 | occupation_Handlers-cleaners | education-numGRP_5_[10,13] | -0.0811 | 0.0811 | -0.0873 | 0.163 |
| 5435 | education-numGRP_4_[8,10] | hours-per-weekGRP_2_[20,40] | 0.0811 | 0.0811 | -0.176 | -0.153 |
| 803 | workclass_Self-emp-inc | hours-per-weekGRP_5_[60,INF) | 0.0809 | 0.0809 | 0.139 | 0.0541 |
| 2375 | occupation_Machine-op-inspct | hours-per-weekGRP_2_[20,40] | 0.0807 | 0.0807 | -0.0694 | -0.153 |
| 2686 | occupation_Sales | occupation_Transport-moving | -0.0807 | 0.0807 | 0.0237 | -0.0215 |
| 1884 | occupation_Adm-clerical | education-numGRP_6_[13,16) | -0.0806 | 0.0806 | -0.09 | 0.269 |
| 1463 | marital-status_Never-married | occupation_Handlers-cleaners | 0.0803 | 0.0803 | -0.318 | -0.0873 |
| 3245 | relationship_Unmarried | hours-per-weekGRP_2_[20,40] | 0.0802 | 0.0802 | -0.143 | -0.153 |
| 2223 | occupation_Handlers-cleaners | occupation_Prof-specialty | -0.08 | 0.08 | -0.0873 | 0.186 |
| 1365 | marital-status_Married-spouse-absent | marital-status_Never-married | -0.0797 | 0.0797 | -0.0425 | -0.318 |
| 4713 | native-country_India | education-numGRP_6_[13,16) | 0.0797 | 0.0797 | 0.0207 | 0.269 |
| 4774 | native-country_Ireland | native-country_United-States | -0.0797 | 0.0797 | -0.00206 | 0.0345 |
| 1976 | occupation_Craft-repair | occupation_Handlers-cleaners | -0.0795 | 0.0795 | -0.0126 | -0.0873 |
| 5448 | education-numGRP_6_[13,16) | hours-per-weekGRP_4_[50,60] | 0.0793 | 0.0793 | 0.269 | 0.131 |
| 2058 | occupation_Exec-managerial | occupation_Handlers-cleaners | -0.0792 | 0.0792 | 0.215 | -0.0873 |
| 1570 | marital-status_Separated | race_White | -0.0791 | 0.0791 | -0.0744 | 0.0852 |
| 2283 | occupation_Handlers-cleaners | ageGRP_1_[0,20] | 0.0786 | 0.0786 | -0.0873 | -0.159 |
| 1704 | marital-status_Widowed | ageGRP_3_[30,40] | -0.0786 | 0.0786 | -0.0644 | 0.0568 |
| 5328 | ageGRP_1_[0,20] | ageGRP_6_[60,INF) | -0.0785 | 0.0785 | -0.159 | -0.00294 |
| 3174 | relationship_Own-child | education-numGRP_4_[8,10] | 0.0782 | 0.0782 | -0.229 | -0.176 |
| 3232 | relationship_Unmarried | ageGRP_1_[0,20] | -0.0774 | 0.0774 | -0.143 | -0.159 |
| 3182 | relationship_Unmarried | relationship_Wife | -0.0774 | 0.0774 | -0.143 | 0.123 |
| 2134 | occupation_Exec-managerial | hours-per-weekGRP_1_[0,20] | -0.0772 | 0.0772 | 0.215 | -0.128 |
| 3504 | race_Black | hours-per-weekGRP_3_[40,50] | -0.0772 | 0.0772 | -0.0891 | 0.172 |
| 2600 | occupation_Prof-specialty | education-numGRP_2_[4,6] | -0.0769 | 0.0769 | 0.186 | -0.0904 |
| 1823 | occupation_Adm-clerical | relationship_Wife | 0.0769 | 0.0769 | -0.09 | 0.123 |
| 898 | workclass_Self-emp-not-inc | hours-per-weekGRP_4_[50,60] | 0.0767 | 0.0767 | 0.03 | 0.131 |
| 413 | workclass_Local-gov | workclass_Self-emp-not-inc | -0.0762 | 0.0762 | 0.0331 | 0.03 |
| 2384 | occupation_Other-service | occupation_Transport-moving | -0.0762 | 0.0762 | -0.156 | -0.0215 |
| 5447 | education-numGRP_6_[13,16) | hours-per-weekGRP_3_[40,50] | 0.0761 | 0.0761 | 0.269 | 0.172 |
| 1387 | marital-status_Married-spouse-absent | relationship_Unmarried | 0.0761 | 0.0761 | -0.0425 | -0.143 |
| 831 | workclass_Self-emp-not-inc | relationship_Own-child | -0.076 | 0.076 | 0.03 | -0.229 |
| 1809 | occupation_Adm-clerical | occupation_Handlers-cleaners | -0.0758 | 0.0758 | -0.09 | -0.0873 |
| 115 | CapitalLossPositive | marital-status_Married-civ-spouse | 0.0758 | 0.0758 | 0.139 | 0.445 |
| 1538 | marital-status_Never-married | education-numGRP_6_[13,16) | -0.0757 | 0.0757 | -0.318 | 0.269 |
| 3045 | relationship_Other-relative | relationship_Own-child | -0.0757 | 0.0757 | -0.0837 | -0.229 |
| 1802 | occupation_? | hours-per-weekGRP_3_[40,50] | -0.0754 | 0.0754 | -0.0786 | 0.172 |
| 2448 | occupation_Other-service | education-numGRP_3_[6,8] | 0.0753 | 0.0753 | -0.156 | -0.0975 |
| 306 | workclass_? | hours-per-weekGRP_3_[40,50] | -0.0751 | 0.0751 | -0.0782 | 0.172 |
| 221 | workclass_? | marital-status_Widowed | 0.0751 | 0.0751 | -0.0782 | -0.0644 |
| 3028 | relationship_Not-in-family | ageGRP_1_[0,20] | -0.075 | 0.075 | -0.189 | -0.159 |
| 1632 | marital-status_Widowed | occupation_? | 0.0748 | 0.0748 | -0.0644 | -0.0786 |
| 1990 | occupation_Craft-repair | relationship_Wife | -0.0746 | 0.0746 | -0.0126 | 0.123 |
| 2225 | occupation_Handlers-cleaners | occupation_Sales | -0.0745 | 0.0745 | -0.0873 | 0.0237 |
| 2601 | occupation_Prof-specialty | education-numGRP_3_[6,8] | -0.0742 | 0.0742 | 0.186 | -0.0975 |
| 1353 | marital-status_Married-civ-spouse | ageGRP_6_[60,INF) | 0.0742 | 0.0742 | 0.445 | -0.00294 |
| 1292 | marital-status_Married-civ-spouse | occupation_Transport-moving | 0.074 | 0.074 | 0.445 | -0.0215 |
| 2187 | occupation_Farming-fishing | native-country_Mexico | 0.0736 | 0.0736 | -0.0519 | -0.0629 |
| 3571 | race_White | native-country_? | -0.0735 | 0.0735 | 0.0852 | 0.00304 |
| 201 | CapitalLossPositive | education-numGRP_6_[13,16) | 0.0735 | 0.0735 | 0.139 | 0.269 |
| 1887 | occupation_Adm-clerical | hours-per-weekGRP_3_[40,50] | -0.0735 | 0.0735 | -0.09 | 0.172 |
| 2447 | occupation_Other-service | education-numGRP_2_[4,6] | 0.0734 | 0.0734 | -0.156 | -0.0904 |
| 3052 | relationship_Other-relative | race_White | -0.0733 | 0.0733 | -0.0837 | 0.0852 |
| 706 | workclass_Private | hours-per-weekGRP_5_[60,INF) | -0.0732 | 0.0732 | -0.0785 | 0.0541 |
| 2123 | occupation_Exec-managerial | ageGRP_2_[20,30] | -0.0729 | 0.0729 | 0.215 | -0.213 |
| 816 | workclass_Self-emp-not-inc | occupation_Craft-repair | 0.0729 | 0.0729 | 0.03 | -0.0126 |
| 96 | CapitalGainPositive | education-numGRP_4_[8,10] | -0.0728 | 0.0728 | 0.266 | -0.176 |
| 4620 | native-country_Hong | native-country_United-States | -0.0727 | 0.0727 | 0.00343 | 0.0345 |
| 1356 | marital-status_Married-civ-spouse | education-numGRP_3_[6,8] | -0.0727 | 0.0727 | 0.445 | -0.0975 |
| 694 | workclass_Private | ageGRP_5_[50,60] | -0.0726 | 0.0726 | -0.0785 | 0.119 |
| 2373 | occupation_Machine-op-inspct | education-numGRP_6_[13,16) | -0.0725 | 0.0725 | -0.0694 | 0.269 |
| 1458 | marital-status_Never-married | occupation_Adm-clerical | 0.0724 | 0.0724 | -0.318 | -0.09 |
| 21 | CapitalGainPositive | occupation_Exec-managerial | 0.0721 | 0.0721 | 0.266 | 0.215 |
| 2125 | occupation_Exec-managerial | ageGRP_4_[40,50] | 0.0717 | 0.0717 | 0.215 | 0.17 |
| 1093 | marital-status_Divorced | marital-status_Separated | -0.0717 | 0.0717 | -0.127 | -0.0744 |
| 135 | CapitalLossPositive | relationship_Husband | 0.0713 | 0.0713 | 0.139 | 0.401 |
| 1480 | marital-status_Never-married | race_Black | 0.0713 | 0.0713 | -0.318 | -0.0891 |
| 813 | workclass_Self-emp-not-inc | occupation_? | -0.0713 | 0.0713 | 0.03 | -0.0786 |
| 212 | workclass_? | workclass_Self-emp-not-inc | -0.0711 | 0.0711 | -0.0782 | 0.03 |
| 2960 | relationship_Husband | ageGRP_3_[30,40] | 0.071 | 0.071 | 0.401 | 0.0568 |
| 3844 | native-country_Cambodia | native-country_United-States | -0.0709 | 0.0709 | 0.00721 | 0.0345 |
| 5250 | native-country_Trinadad&Tobago | native-country_United-States | -0.0709 | 0.0709 | -0.00766 | 0.0345 |
| 4956 | native-country_Mexico | education-numGRP_4_[8,10] | -0.0707 | 0.0707 | -0.0629 | -0.176 |
| 3748 | sex_Male | hours-per-weekGRP_5_[60,INF) | 0.0706 | 0.0706 | 0.216 | 0.0541 |
| 3689 | sex_Female | hours-per-weekGRP_5_[60,INF) | -0.0706 | 0.0706 | -0.216 | 0.0541 |
| 1094 | marital-status_Divorced | marital-status_Widowed | -0.0705 | 0.0705 | -0.127 | -0.0644 |
| 27 | CapitalGainPositive | occupation_Prof-specialty | 0.0705 | 0.0705 | 0.266 | 0.186 |
| 2368 | occupation_Machine-op-inspct | education-numGRP_1_[1,4] | 0.0704 | 0.0704 | -0.0694 | -0.0835 |
| 2221 | occupation_Handlers-cleaners | occupation_Other-service | -0.0703 | 0.0703 | -0.0873 | -0.156 |
| 2040 | occupation_Craft-repair | ageGRP_1_[0,20] | -0.0698 | 0.0698 | -0.0126 | -0.159 |
| 1733 | occupation_? | relationship_Husband | -0.0698 | 0.0698 | -0.0786 | 0.401 |
| 2974 | relationship_Husband | hours-per-weekGRP_5_[60,INF) | 0.0697 | 0.0697 | 0.401 | 0.0541 |
| 888 | workclass_Self-emp-not-inc | ageGRP_6_[60,INF) | 0.0693 | 0.0693 | 0.03 | -0.00294 |
| 788 | workclass_Self-emp-inc | ageGRP_2_[20,30] | -0.0692 | 0.0692 | 0.139 | -0.213 |
| 5351 | ageGRP_2_[20,30] | hours-per-weekGRP_2_[20,40] | 0.0691 | 0.0691 | -0.213 | -0.153 |
| 237 | workclass_? | relationship_Husband | -0.0691 | 0.0691 | -0.0782 | 0.401 |
| 5230 | native-country_Thailand | native-country_United-States | -0.069 | 0.069 | -0.00408 | 0.0345 |
| 4912 | native-country_Laos | native-country_United-States | -0.069 | 0.069 | -0.00713 | 0.0345 |
| 5366 | ageGRP_3_[30,40] | hours-per-weekGRP_3_[40,50] | 0.0688 | 0.0688 | 0.0568 | 0.172 |
| 1650 | marital-status_Widowed | relationship_Own-child | -0.0688 | 0.0688 | -0.0644 | -0.229 |
| 5426 | education-numGRP_3_[6,8] | education-numGRP_6_[13,16) | -0.0687 | 0.0687 | -0.0975 | 0.269 |
| 2966 | relationship_Husband | education-numGRP_3_[6,8] | -0.0686 | 0.0686 | 0.401 | -0.0975 |
| 2523 | occupation_Priv-house-serv | education-numGRP_1_[1,4] | 0.0685 | 0.0685 | -0.0371 | -0.0835 |
| 1482 | marital-status_Never-married | race_White | -0.0684 | 0.0684 | -0.318 | 0.0852 |
| 623 | workclass_Private | occupation_Craft-repair | 0.0681 | 0.0681 | -0.0785 | -0.0126 |
| 3595 | race_White | native-country_Japan | -0.0678 | 0.0678 | 0.0852 | 0.0149 |
| 2143 | occupation_Farming-fishing | occupation_Prof-specialty | -0.0677 | 0.0677 | -0.0519 | 0.186 |
| 1975 | occupation_Craft-repair | occupation_Farming-fishing | -0.0673 | 0.0673 | -0.0126 | -0.0519 |
| 2389 | occupation_Other-service | relationship_Unmarried | 0.0673 | 0.0673 | -0.156 | -0.143 |
| 2896 | occupation_Transport-moving | education-numGRP_4_[8,10] | 0.0672 | 0.0672 | -0.0215 | -0.176 |
| 1888 | occupation_Adm-clerical | hours-per-weekGRP_4_[50,60] | -0.0671 | 0.0671 | -0.09 | 0.131 |
| 703 | workclass_Private | hours-per-weekGRP_2_[20,40] | 0.0671 | 0.0671 | -0.0785 | -0.153 |
| 2057 | occupation_Exec-managerial | occupation_Farming-fishing | -0.067 | 0.067 | 0.215 | -0.0519 |
| 920 | workclass_State-gov | occupation_Sales | -0.0669 | 0.0669 | 0.0148 | 0.0237 |
| 0 | CapitalGainPositive | CapitalLossPositive | -0.0667 | 0.0667 | 0.266 | 0.139 |
| 2130 | occupation_Exec-managerial | education-numGRP_3_[6,8] | -0.0659 | 0.0659 | 0.215 | -0.0975 |
| 2599 | occupation_Prof-specialty | education-numGRP_1_[1,4] | -0.0659 | 0.0659 | 0.186 | -0.0835 |
| 2291 | occupation_Handlers-cleaners | education-numGRP_3_[6,8] | 0.0659 | 0.0659 | -0.0873 | -0.0975 |
| 1988 | occupation_Craft-repair | relationship_Own-child | -0.0659 | 0.0659 | -0.0126 | -0.229 |
| 249 | workclass_? | sex_Male | -0.0656 | 0.0656 | -0.0782 | 0.216 |
| 248 | workclass_? | sex_Female | 0.0656 | 0.0656 | -0.0782 | -0.216 |
| 6 | CapitalGainPositive | workclass_Self-emp-inc | 0.0654 | 0.0654 | 0.266 | 0.139 |
| 2536 | occupation_Prof-specialty | occupation_Tech-support | -0.0654 | 0.0654 | 0.186 | 0.0257 |
| 1744 | occupation_? | sex_Female | 0.0654 | 0.0654 | -0.0786 | -0.216 |
| 1745 | occupation_? | sex_Male | -0.0654 | 0.0654 | -0.0786 | 0.216 |
| 1384 | marital-status_Married-spouse-absent | relationship_Not-in-family | 0.0653 | 0.0653 | -0.0425 | -0.189 |
| 5271 | native-country_United-States | native-country_Yugoslavia | -0.065 | 0.065 | 0.0345 | 0.00696 |
| 1983 | occupation_Craft-repair | occupation_Tech-support | -0.065 | 0.065 | -0.0126 | 0.0257 |
| 5418 | education-numGRP_2_[4,6] | education-numGRP_6_[13,16) | -0.065 | 0.065 | -0.0904 | 0.269 |
| 5362 | ageGRP_3_[30,40] | education-numGRP_5_[10,13] | 0.0649 | 0.0649 | 0.0568 | 0.163 |
| 2129 | occupation_Exec-managerial | education-numGRP_2_[4,6] | -0.0648 | 0.0648 | 0.215 | -0.0904 |
| 2514 | occupation_Priv-house-serv | native-country_United-States | -0.0648 | 0.0648 | -0.0371 | 0.0345 |
| 2624 | occupation_Protective-serv | sex_Female | -0.0648 | 0.0648 | 0.0281 | -0.216 |
| 2625 | occupation_Protective-serv | sex_Male | 0.0648 | 0.0648 | 0.0281 | 0.216 |
| 44 | CapitalGainPositive | sex_Male | 0.0648 | 0.0648 | 0.266 | 0.216 |
| 43 | CapitalGainPositive | sex_Female | -0.0648 | 0.0648 | 0.266 | -0.216 |
| 2065 | occupation_Exec-managerial | occupation_Tech-support | -0.0647 | 0.0647 | 0.215 | 0.0257 |
| 1357 | marital-status_Married-civ-spouse | education-numGRP_4_[8,10] | -0.0644 | 0.0644 | 0.445 | -0.176 |
| 1808 | occupation_Adm-clerical | occupation_Farming-fishing | -0.0642 | 0.0642 | -0.09 | -0.0519 |
| 423 | workclass_Local-gov | occupation_? | -0.0642 | 0.0642 | 0.0331 | -0.0786 |
| 208 | workclass_? | workclass_Local-gov | -0.0641 | 0.0641 | -0.0782 | 0.0331 |
| 1561 | marital-status_Separated | relationship_Not-in-family | 0.064 | 0.064 | -0.0744 | -0.189 |
| 2216 | occupation_Farming-fishing | hours-per-weekGRP_2_[20,40] | -0.0639 | 0.0639 | -0.0519 | -0.153 |
| 502 | workclass_Local-gov | education-numGRP_4_[8,10] | -0.0638 | 0.0638 | 0.0331 | -0.176 |
| 699 | workclass_Private | education-numGRP_4_[8,10] | 0.0634 | 0.0634 | -0.0785 | -0.176 |
| 3097 | relationship_Other-relative | ageGRP_1_[0,20] | 0.0634 | 0.0634 | -0.0837 | -0.159 |
| 2145 | occupation_Farming-fishing | occupation_Sales | -0.063 | 0.063 | -0.0519 | 0.0237 |
| 92 | CapitalGainPositive | ageGRP_6_[60,INF) | 0.0628 | 0.0628 | 0.266 | -0.00294 |
| 25 | CapitalGainPositive | occupation_Other-service | -0.0628 | 0.0628 | 0.266 | -0.156 |
| 1725 | occupation_? | occupation_Machine-op-inspct | -0.0627 | 0.0627 | -0.0786 | -0.0694 |
| 229 | workclass_? | occupation_Machine-op-inspct | -0.0626 | 0.0626 | -0.0782 | -0.0694 |
| 5436 | education-numGRP_4_[8,10] | hours-per-weekGRP_3_[40,50] | -0.0624 | 0.0624 | -0.176 | 0.172 |
| 798 | workclass_Self-emp-inc | education-numGRP_6_[13,16) | 0.0623 | 0.0623 | 0.139 | 0.269 |
| 3098 | relationship_Other-relative | ageGRP_2_[20,30] | 0.0622 | 0.0622 | -0.0837 | -0.213 |
| 1816 | occupation_Adm-clerical | occupation_Tech-support | -0.062 | 0.062 | -0.09 | 0.0257 |
| 100 | CapitalGainPositive | hours-per-weekGRP_2_[20,40] | -0.0617 | 0.0617 | 0.266 | -0.153 |
| 638 | workclass_Private | relationship_Own-child | 0.0617 | 0.0617 | -0.0785 | -0.229 |
| 2284 | occupation_Handlers-cleaners | ageGRP_2_[20,30] | 0.0616 | 0.0616 | -0.0873 | -0.213 |
| 5338 | ageGRP_1_[0,20] | hours-per-weekGRP_4_[50,60] | -0.0615 | 0.0615 | -0.159 | 0.131 |
| 87 | CapitalGainPositive | ageGRP_1_[0,20] | -0.0614 | 0.0614 | 0.266 | -0.159 |
| 2371 | occupation_Machine-op-inspct | education-numGRP_4_[8,10] | 0.0614 | 0.0614 | -0.0694 | -0.176 |
| 883 | workclass_Self-emp-not-inc | ageGRP_1_[0,20] | -0.0613 | 0.0613 | 0.03 | -0.159 |
| 2898 | occupation_Transport-moving | education-numGRP_6_[13,16) | -0.0612 | 0.0612 | -0.0215 | 0.269 |
| 3486 | race_Black | native-country_Trinadad&Tobago | 0.0612 | 0.0612 | -0.0891 | -0.00766 |
| 101 | CapitalGainPositive | hours-per-weekGRP_3_[40,50] | 0.0611 | 0.0611 | 0.266 | 0.172 |
| 2685 | occupation_Sales | occupation_Tech-support | -0.0609 | 0.0609 | 0.0237 | 0.0257 |
| 430 | workclass_Local-gov | occupation_Machine-op-inspct | -0.0608 | 0.0608 | 0.0331 | -0.0694 |
| 5005 | native-country_Outlying-US(Guam-USVI-etc) | native-country_United-States | -0.0608 | 0.0608 | -0.0117 | 0.0345 |
| 3046 | relationship_Other-relative | relationship_Unmarried | -0.0606 | 0.0606 | -0.0837 | -0.143 |
| 2607 | occupation_Prof-specialty | hours-per-weekGRP_3_[40,50] | 0.0606 | 0.0606 | 0.186 | 0.172 |
| 2596 | occupation_Prof-specialty | ageGRP_4_[40,50] | 0.0604 | 0.0604 | 0.186 | 0.17 |
| 2294 | occupation_Handlers-cleaners | education-numGRP_6_[13,16) | -0.0604 | 0.0604 | -0.0873 | 0.269 |
| 1879 | occupation_Adm-clerical | education-numGRP_1_[1,4] | -0.0603 | 0.0603 | -0.09 | -0.0835 |
| 2128 | occupation_Exec-managerial | education-numGRP_1_[1,4] | -0.0601 | 0.0601 | 0.215 | -0.0835 |
| 522 | workclass_Never-worked | occupation_? | 0.0599 | 0.0599 | -0.00826 | -0.0786 |
| 2141 | occupation_Farming-fishing | occupation_Other-service | -0.0595 | 0.0595 | -0.0519 | -0.156 |
| 804 | workclass_Self-emp-not-inc | workclass_State-gov | -0.0593 | 0.0593 | 0.03 | 0.0148 |
| 887 | workclass_Self-emp-not-inc | ageGRP_5_[50,60] | 0.0591 | 0.0591 | 0.03 | 0.119 |
| 3380 | race_Asian-Pac-Islander | race_Black | -0.0591 | 0.0591 | 0.0105 | -0.0891 |
| 5453 | hours-per-weekGRP_1_[0,20] | hours-per-weekGRP_5_[60,INF) | -0.059 | 0.059 | -0.128 | 0.0541 |
| 3038 | relationship_Not-in-family | education-numGRP_5_[10,13] | 0.0588 | 0.0588 | -0.189 | 0.163 |
| 1207 | marital-status_Married-AF-spouse | relationship_Wife | 0.0588 | 0.0588 | 0.0121 | 0.123 |
| 4579 | native-country_Honduras | native-country_United-States | -0.0586 | 0.0586 | -0.00766 | 0.0345 |
| 4660 | native-country_Hungary | native-country_United-States | -0.0586 | 0.0586 | -0.00047 | 0.0345 |
| 836 | workclass_Self-emp-not-inc | race_Black | -0.0586 | 0.0586 | 0.03 | -0.0891 |
| 3235 | relationship_Unmarried | ageGRP_4_[40,50] | 0.0586 | 0.0586 | -0.143 | 0.17 |
| 3609 | race_White | native-country_Trinadad&Tobago | -0.0585 | 0.0585 | 0.0852 | -0.00766 |
| 3572 | race_White | native-country_Cambodia | -0.0585 | 0.0585 | 0.0852 | 0.00721 |
| 4957 | native-country_Mexico | education-numGRP_5_[10,13] | -0.0585 | 0.0585 | -0.0629 | 0.163 |
| 1422 | marital-status_Married-spouse-absent | native-country_Mexico | 0.0583 | 0.0583 | -0.0425 | -0.0629 |
| 2437 | occupation_Other-service | native-country_United-States | -0.0583 | 0.0583 | -0.156 | 0.0345 |
| 2606 | occupation_Prof-specialty | hours-per-weekGRP_2_[20,40] | -0.0583 | 0.0583 | 0.186 | -0.153 |
| 5379 | ageGRP_4_[40,50] | hours-per-weekGRP_3_[40,50] | 0.0582 | 0.0582 | 0.17 | 0.172 |
| 1708 | marital-status_Widowed | education-numGRP_1_[1,4] | 0.0582 | 0.0582 | -0.0644 | -0.0835 |
| 3674 | sex_Female | ageGRP_2_[20,30] | 0.0581 | 0.0581 | -0.216 | -0.213 |
| 3733 | sex_Male | ageGRP_2_[20,30] | -0.0581 | 0.0581 | 0.216 | -0.213 |
| 5389 | ageGRP_5_[50,60] | hours-per-weekGRP_1_[0,20] | -0.0581 | 0.0581 | 0.119 | -0.128 |
| 2306 | occupation_Machine-op-inspct | occupation_Transport-moving | -0.0581 | 0.0581 | -0.0694 | -0.0215 |
| 5124 | native-country_Portugal | education-numGRP_1_[1,4] | 0.0578 | 0.0578 | -0.0105 | -0.0835 |
| 5409 | education-numGRP_1_[1,4] | education-numGRP_6_[13,16) | -0.0576 | 0.0576 | -0.0835 | 0.269 |
| 1364 | marital-status_Married-civ-spouse | hours-per-weekGRP_5_[60,INF) | 0.0575 | 0.0575 | 0.445 | 0.0541 |
| 2455 | occupation_Other-service | hours-per-weekGRP_4_[50,60] | -0.0575 | 0.0575 | -0.156 | 0.131 |
| 2443 | occupation_Other-service | ageGRP_4_[40,50] | -0.0575 | 0.0575 | -0.156 | 0.17 |
| 2383 | occupation_Other-service | occupation_Tech-support | -0.0575 | 0.0575 | -0.156 | 0.0257 |
| 1177 | marital-status_Divorced | hours-per-weekGRP_1_[0,20] | -0.0574 | 0.0574 | -0.127 | -0.128 |
| 820 | workclass_Self-emp-not-inc | occupation_Machine-op-inspct | -0.0573 | 0.0573 | 0.03 | -0.0694 |
| 2967 | relationship_Husband | education-numGRP_4_[8,10] | -0.0573 | 0.0573 | 0.401 | -0.176 |
| 117 | CapitalLossPositive | marital-status_Never-married | -0.0572 | 0.0572 | 0.139 | -0.318 |
| 5440 | education-numGRP_5_[10,13] | hours-per-weekGRP_1_[0,20] | -0.057 | 0.057 | 0.163 | -0.128 |
| 3596 | race_White | native-country_Laos | -0.0569 | 0.0569 | 0.0852 | -0.00713 |
| 5402 | ageGRP_6_[60,INF) | hours-per-weekGRP_3_[40,50] | -0.0568 | 0.0568 | -0.00294 | 0.172 |
| 693 | workclass_Private | ageGRP_4_[40,50] | -0.0567 | 0.0567 | -0.0785 | 0.17 |
| 2742 | occupation_Sales | ageGRP_1_[0,20] | 0.0565 | 0.0565 | 0.0237 | -0.159 |
| 5164 | native-country_Scotland | native-country_United-States | -0.0563 | 0.0563 | 0.00041 | 0.0345 |
| 1989 | occupation_Craft-repair | relationship_Unmarried | -0.0562 | 0.0562 | -0.0126 | -0.143 |
| 1278 | marital-status_Married-civ-spouse | occupation_? | -0.0562 | 0.0562 | 0.445 | -0.0786 |
| 2462 | occupation_Priv-house-serv | relationship_Husband | -0.056 | 0.056 | -0.0371 | 0.401 |
| 3501 | race_Black | education-numGRP_6_[13,16) | -0.0559 | 0.0559 | -0.0891 | 0.269 |
| 3298 | relationship_Wife | ageGRP_1_[0,20] | -0.0559 | 0.0559 | 0.123 | -0.159 |
| 2374 | occupation_Machine-op-inspct | hours-per-weekGRP_1_[0,20] | -0.0559 | 0.0559 | -0.0694 | -0.128 |
| 1471 | marital-status_Never-married | occupation_Transport-moving | -0.0557 | 0.0557 | -0.318 | -0.0215 |
| 217 | workclass_? | marital-status_Married-civ-spouse | -0.0557 | 0.0557 | -0.0782 | 0.445 |
| 1732 | occupation_? | occupation_Transport-moving | -0.0556 | 0.0556 | -0.0786 | -0.0215 |
| 838 | workclass_Self-emp-not-inc | race_White | 0.0556 | 0.0556 | 0.03 | 0.0852 |
| 236 | workclass_? | occupation_Transport-moving | -0.0555 | 0.0555 | -0.0782 | -0.0215 |
| 5223 | native-country_Taiwan | education-numGRP_6_[13,16) | 0.0555 | 0.0555 | 0.014 | 0.269 |
| 496 | workclass_Local-gov | ageGRP_4_[40,50] | 0.0553 | 0.0553 | 0.0331 | 0.17 |
| 5429 | education-numGRP_3_[6,8] | hours-per-weekGRP_3_[40,50] | -0.0551 | 0.0551 | -0.0975 | 0.172 |
| 2148 | occupation_Farming-fishing | relationship_Husband | 0.055 | 0.055 | -0.0519 | 0.401 |
| 5449 | education-numGRP_6_[13,16) | hours-per-weekGRP_5_[60,INF) | 0.0549 | 0.0549 | 0.269 | 0.0541 |
| 707 | workclass_Self-emp-inc | workclass_Self-emp-not-inc | -0.0548 | 0.0548 | 0.139 | 0.03 |
| 735 | workclass_Self-emp-inc | relationship_Own-child | -0.0548 | 0.0548 | 0.139 | -0.229 |
| 2369 | occupation_Machine-op-inspct | education-numGRP_2_[4,6] | 0.0546 | 0.0546 | -0.0694 | -0.0904 |
| 5459 | hours-per-weekGRP_4_[50,60] | hours-per-weekGRP_5_[60,INF) | -0.0546 | 0.0546 | 0.131 | 0.0541 |
| 2042 | occupation_Craft-repair | ageGRP_3_[30,40] | 0.0545 | 0.0545 | -0.0126 | 0.0568 |
| 2534 | occupation_Prof-specialty | occupation_Protective-serv | -0.0544 | 0.0544 | 0.186 | 0.0281 |
| 4819 | native-country_Italy | education-numGRP_1_[1,4] | 0.0543 | 0.0543 | 0.0113 | -0.0835 |
| 5441 | education-numGRP_5_[10,13] | hours-per-weekGRP_2_[20,40] | -0.0543 | 0.0543 | 0.163 | -0.153 |
| 1981 | occupation_Craft-repair | occupation_Protective-serv | -0.0541 | 0.0541 | -0.0126 | 0.0281 |
| 2387 | occupation_Other-service | relationship_Other-relative | 0.0541 | 0.0541 | -0.156 | -0.0837 |
| 3558 | race_Other | education-numGRP_1_[1,4] | 0.054 | 0.054 | -0.0318 | -0.0835 |
| 335 | workclass_Federal-gov | occupation_Sales | -0.0539 | 0.0539 | 0.0594 | 0.0237 |
| 2063 | occupation_Exec-managerial | occupation_Protective-serv | -0.0539 | 0.0539 | 0.215 | 0.0281 |
| 1880 | occupation_Adm-clerical | education-numGRP_2_[4,6] | -0.0538 | 0.0538 | -0.09 | -0.0904 |
| 2453 | occupation_Other-service | hours-per-weekGRP_2_[20,40] | 0.0538 | 0.0538 | -0.156 | -0.153 |
| 2220 | occupation_Handlers-cleaners | occupation_Machine-op-inspct | -0.0536 | 0.0536 | -0.0873 | -0.0694 |
| 1402 | marital-status_Married-spouse-absent | native-country_Dominican-Republic | 0.0536 | 0.0536 | -0.0425 | -0.023 |
| 801 | workclass_Self-emp-inc | hours-per-weekGRP_3_[40,50] | 0.0535 | 0.0535 | 0.139 | 0.172 |
| 2449 | occupation_Other-service | education-numGRP_4_[8,10] | 0.0535 | 0.0535 | -0.156 | -0.176 |
| 414 | workclass_Local-gov | workclass_State-gov | -0.0534 | 0.0534 | 0.0331 | 0.0148 |
| 702 | workclass_Private | hours-per-weekGRP_1_[0,20] | -0.0532 | 0.0532 | -0.0785 | -0.128 |
| 1162 | marital-status_Divorced | native-country_United-States | 0.0532 | 0.0532 | -0.127 | 0.0345 |
| 1169 | marital-status_Divorced | ageGRP_5_[50,60] | 0.0532 | 0.0532 | -0.127 | 0.119 |
| 1476 | marital-status_Never-married | relationship_Unmarried | -0.0531 | 0.0531 | -0.318 | -0.143 |
| 3103 | relationship_Other-relative | education-numGRP_1_[1,4] | 0.0531 | 0.0531 | -0.0837 | -0.0835 |
| 3588 | race_White | native-country_Hong | -0.053 | 0.053 | 0.0852 | 0.00343 |
| 4954 | native-country_Mexico | education-numGRP_2_[4,6] | 0.0529 | 0.0529 | -0.0629 | -0.0904 |
| 2756 | occupation_Sales | hours-per-weekGRP_3_[40,50] | 0.0525 | 0.0525 | 0.0237 | 0.172 |
| 5388 | ageGRP_5_[50,60] | education-numGRP_6_[13,16) | 0.0525 | 0.0525 | 0.119 | 0.269 |
| 790 | workclass_Self-emp-inc | ageGRP_4_[40,50] | 0.0525 | 0.0525 | 0.139 | 0.17 |
| 5373 | ageGRP_4_[40,50] | education-numGRP_3_[6,8] | -0.0524 | 0.0524 | 0.17 | -0.0975 |
| 819 | workclass_Self-emp-not-inc | occupation_Handlers-cleaners | -0.0524 | 0.0524 | 0.03 | -0.0873 |
| 4948 | native-country_Mexico | ageGRP_2_[20,30] | 0.0524 | 0.0524 | -0.0629 | -0.213 |
| 2406 | occupation_Other-service | native-country_El-Salvador | 0.0523 | 0.0523 | -0.156 | -0.0208 |
| 4123 | native-country_Dominican-Republic | education-numGRP_1_[1,4] | 0.0523 | 0.0523 | -0.023 | -0.0835 |
| 3049 | relationship_Other-relative | race_Asian-Pac-Islander | 0.0518 | 0.0518 | -0.0837 | 0.0105 |
| 718 | workclass_Self-emp-inc | occupation_Adm-clerical | -0.0518 | 0.0518 | 0.139 | -0.09 |
| 97 | CapitalGainPositive | education-numGRP_5_[10,13] | 0.0518 | 0.0518 | 0.266 | 0.163 |
| 3514 | race_Other | native-country_Columbia | 0.0517 | 0.0517 | -0.0318 | -0.0206 |
| 1167 | marital-status_Divorced | ageGRP_3_[30,40] | 0.0516 | 0.0516 | -0.127 | 0.0568 |
| 493 | workclass_Local-gov | ageGRP_1_[0,20] | -0.0516 | 0.0516 | 0.0331 | -0.159 |
| 1814 | occupation_Adm-clerical | occupation_Protective-serv | -0.0516 | 0.0516 | -0.09 | 0.0281 |
| 1724 | occupation_? | occupation_Handlers-cleaners | -0.0513 | 0.0513 | -0.0786 | -0.0873 |
| 228 | workclass_? | occupation_Handlers-cleaners | -0.0512 | 0.0512 | -0.0782 | -0.0873 |
| 1393 | marital-status_Married-spouse-absent | race_White | -0.0511 | 0.0511 | -0.0425 | 0.0852 |
| 1889 | occupation_Adm-clerical | hours-per-weekGRP_5_[60,INF) | -0.051 | 0.051 | -0.09 | 0.0541 |
| 348 | workclass_Federal-gov | race_White | -0.051 | 0.051 | 0.0594 | 0.0852 |
| 5347 | ageGRP_2_[20,30] | education-numGRP_4_[8,10] | 0.0508 | 0.0508 | -0.213 | -0.176 |
| 911 | workclass_State-gov | occupation_Craft-repair | -0.0508 | 0.0508 | 0.0148 | -0.0126 |
| 2753 | occupation_Sales | education-numGRP_6_[13,16) | -0.0507 | 0.0507 | 0.0237 | 0.269 |
| 313 | workclass_Federal-gov | workclass_Self-emp-not-inc | -0.0507 | 0.0507 | 0.0594 | 0.03 |
| 2610 | occupation_Protective-serv | occupation_Sales | -0.0507 | 0.0507 | 0.0281 | 0.0237 |
| 1995 | occupation_Craft-repair | race_White | 0.0505 | 0.0505 | -0.0126 | 0.0852 |
| 909 | workclass_State-gov | occupation_Adm-clerical | 0.0504 | 0.0504 | 0.0148 | -0.09 |
| 674 | workclass_Private | native-country_Mexico | 0.0503 | 0.0503 | -0.0785 | -0.0629 |
| 406 | workclass_Federal-gov | hours-per-weekGRP_2_[20,40] | 0.0503 | 0.0503 | 0.0594 | -0.153 |
| 1553 | marital-status_Separated | occupation_Other-service | 0.0503 | 0.0503 | -0.0744 | -0.156 |
| 1284 | marital-status_Married-civ-spouse | occupation_Handlers-cleaners | -0.0501 | 0.0501 | 0.445 | -0.0873 |
| 1798 | occupation_? | education-numGRP_5_[10,13] | -0.05 | 0.05 | -0.0786 | 0.163 |
| 1540 | marital-status_Never-married | hours-per-weekGRP_2_[20,40] | 0.05 | 0.05 | -0.318 | -0.153 |
| 908 | workclass_State-gov | occupation_? | -0.0499 | 0.0499 | 0.0148 | -0.0786 |
| 213 | workclass_? | workclass_State-gov | -0.0498 | 0.0498 | -0.0782 | 0.0148 |
| 302 | workclass_? | education-numGRP_5_[10,13] | -0.0496 | 0.0496 | -0.0782 | 0.163 |
| 3608 | race_White | native-country_Thailand | -0.0495 | 0.0495 | 0.0852 | -0.00408 |
| 2546 | occupation_Prof-specialty | race_Black | -0.0495 | 0.0495 | 0.186 | -0.0891 |
| 1702 | marital-status_Widowed | ageGRP_1_[0,20] | -0.0495 | 0.0495 | -0.0644 | -0.159 |
| 2045 | occupation_Craft-repair | ageGRP_6_[60,INF) | -0.0494 | 0.0494 | -0.0126 | -0.00294 |
| 412 | workclass_Local-gov | workclass_Self-emp-inc | -0.0494 | 0.0494 | 0.0331 | 0.139 |
| 5415 | education-numGRP_2_[4,6] | education-numGRP_3_[6,8] | -0.0491 | 0.0491 | -0.0904 | -0.0975 |
| 1821 | occupation_Adm-clerical | relationship_Own-child | 0.049 | 0.049 | -0.09 | -0.229 |
| 5383 | ageGRP_5_[50,60] | education-numGRP_1_[1,4] | 0.0489 | 0.0489 | 0.119 | -0.0835 |
| 2326 | occupation_Machine-op-inspct | native-country_Dominican-Republic | 0.0488 | 0.0488 | -0.0694 | -0.023 |
| 5332 | ageGRP_1_[0,20] | education-numGRP_4_[8,10] | 0.0488 | 0.0488 | -0.159 | -0.176 |
| 2613 | occupation_Protective-serv | relationship_Husband | 0.0488 | 0.0488 | 0.0281 | 0.401 |
| 3500 | race_Black | education-numGRP_5_[10,13] | -0.0488 | 0.0488 | -0.0891 | 0.163 |
| 3171 | relationship_Own-child | education-numGRP_1_[1,4] | -0.0485 | 0.0485 | -0.229 | -0.0835 |
| 138 | CapitalLossPositive | relationship_Own-child | -0.0484 | 0.0484 | 0.139 | -0.229 |
| 2903 | occupation_Transport-moving | hours-per-weekGRP_5_[60,INF) | 0.0482 | 0.0482 | -0.0215 | 0.0541 |
| 2346 | occupation_Machine-op-inspct | native-country_Mexico | 0.0482 | 0.0482 | -0.0694 | -0.0629 |
| 740 | workclass_Self-emp-inc | race_Black | -0.0482 | 0.0482 | 0.139 | -0.0891 |
| 725 | workclass_Self-emp-inc | occupation_Other-service | -0.0481 | 0.0481 | 0.139 | -0.156 |
| 705 | workclass_Private | hours-per-weekGRP_4_[50,60] | -0.0481 | 0.0481 | -0.0785 | 0.131 |
| 1533 | marital-status_Never-married | education-numGRP_1_[1,4] | -0.048 | 0.048 | -0.318 | -0.0835 |
| 1007 | workclass_Without-pay | occupation_Farming-fishing | 0.048 | 0.048 | -0.0117 | -0.0519 |
| 1287 | marital-status_Married-civ-spouse | occupation_Priv-house-serv | -0.048 | 0.048 | 0.445 | -0.0371 |
| 2381 | occupation_Other-service | occupation_Protective-serv | -0.0478 | 0.0478 | -0.156 | 0.0281 |
| 1874 | occupation_Adm-clerical | ageGRP_2_[20,30] | 0.0478 | 0.0478 | -0.09 | -0.213 |
| 3234 | relationship_Unmarried | ageGRP_3_[30,40] | 0.0478 | 0.0478 | -0.143 | 0.0568 |
| 1716 | marital-status_Widowed | hours-per-weekGRP_3_[40,50] | -0.0477 | 0.0477 | -0.0644 | 0.172 |
| 5348 | ageGRP_2_[20,30] | education-numGRP_5_[10,13] | 0.0476 | 0.0476 | -0.213 | 0.163 |
| 2227 | occupation_Handlers-cleaners | occupation_Transport-moving | -0.0476 | 0.0476 | -0.0873 | -0.0215 |
| 5285 | native-country_United-States | hours-per-weekGRP_2_[20,40] | -0.0475 | 0.0475 | 0.0345 | -0.153 |
| 2446 | occupation_Other-service | education-numGRP_1_[1,4] | 0.0475 | 0.0475 | -0.156 | -0.0835 |
| 346 | workclass_Federal-gov | race_Black | 0.0474 | 0.0474 | 0.0594 | -0.0891 |
| 102 | CapitalGainPositive | hours-per-weekGRP_4_[50,60] | 0.0473 | 0.0473 | 0.266 | 0.131 |
| 1358 | marital-status_Married-civ-spouse | education-numGRP_5_[10,13] | 0.0473 | 0.0473 | 0.445 | 0.163 |
| 191 | CapitalLossPositive | ageGRP_2_[20,30] | -0.0473 | 0.0473 | 0.139 | -0.213 |
| 634 | workclass_Private | occupation_Transport-moving | 0.0473 | 0.0473 | -0.0785 | -0.0215 |
| 1543 | marital-status_Never-married | hours-per-weekGRP_5_[60,INF) | -0.0473 | 0.0473 | -0.318 | 0.0541 |
| 2296 | occupation_Handlers-cleaners | hours-per-weekGRP_2_[20,40] | 0.0473 | 0.0473 | -0.0873 | -0.153 |
| 2267 | occupation_Handlers-cleaners | native-country_Mexico | 0.0472 | 0.0472 | -0.0873 | -0.0629 |
| 1457 | marital-status_Never-married | occupation_? | 0.0471 | 0.0471 | -0.318 | -0.0786 |
| 5353 | ageGRP_2_[20,30] | hours-per-weekGRP_4_[50,60] | -0.0471 | 0.0471 | -0.213 | 0.131 |
| 3436 | race_Asian-Pac-Islander | education-numGRP_4_[8,10] | -0.0469 | 0.0469 | 0.0105 | -0.176 |
| 1993 | occupation_Craft-repair | race_Black | -0.0469 | 0.0469 | -0.0126 | -0.0891 |
| 5380 | ageGRP_4_[40,50] | hours-per-weekGRP_4_[50,60] | 0.0469 | 0.0469 | 0.17 | 0.131 |
| 3063 | relationship_Other-relative | native-country_El-Salvador | 0.0467 | 0.0467 | -0.0837 | -0.0208 |
| 3181 | relationship_Own-child | hours-per-weekGRP_5_[60,INF) | -0.0466 | 0.0466 | -0.229 | 0.0541 |
| 2757 | occupation_Sales | hours-per-weekGRP_4_[50,60] | 0.0465 | 0.0465 | 0.0237 | 0.131 |
| 219 | workclass_? | marital-status_Never-married | 0.0464 | 0.0464 | -0.0782 | -0.318 |
| 2543 | occupation_Prof-specialty | relationship_Wife | 0.0464 | 0.0464 | 0.186 | 0.123 |
| 1444 | marital-status_Married-spouse-absent | education-numGRP_1_[1,4] | 0.0463 | 0.0463 | -0.0425 | -0.0835 |
| 1641 | marital-status_Widowed | occupation_Priv-house-serv | 0.0462 | 0.0462 | -0.0644 | -0.0371 |
| 717 | workclass_Self-emp-inc | occupation_? | -0.0461 | 0.0461 | 0.139 | -0.0786 |
| 2075 | occupation_Exec-managerial | race_Black | -0.0461 | 0.0461 | 0.215 | -0.0891 |
| 211 | workclass_? | workclass_Self-emp-inc | -0.0461 | 0.0461 | -0.0782 | 0.139 |
| 2501 | occupation_Priv-house-serv | native-country_Mexico | 0.046 | 0.046 | -0.0371 | -0.0629 |
| 124 | CapitalLossPositive | occupation_Exec-managerial | 0.046 | 0.046 | 0.139 | 0.215 |
| 3107 | relationship_Other-relative | education-numGRP_5_[10,13] | -0.0459 | 0.0459 | -0.0837 | 0.163 |
| 1795 | occupation_? | education-numGRP_2_[4,6] | 0.0459 | 0.0459 | -0.0786 | -0.0904 |
| 1174 | marital-status_Divorced | education-numGRP_4_[8,10] | 0.0457 | 0.0457 | -0.127 | -0.176 |
| 309 | workclass_Federal-gov | workclass_Local-gov | -0.0457 | 0.0457 | 0.0594 | 0.0331 |
| 5437 | education-numGRP_4_[8,10] | hours-per-weekGRP_4_[50,60] | -0.0456 | 0.0456 | -0.176 | 0.131 |
| 3505 | race_Black | hours-per-weekGRP_4_[50,60] | -0.0456 | 0.0456 | -0.0891 | 0.131 |
| 2539 | occupation_Prof-specialty | relationship_Not-in-family | 0.0455 | 0.0455 | 0.186 | -0.189 |
| 2570 | occupation_Prof-specialty | native-country_India | 0.0455 | 0.0455 | 0.186 | 0.0207 |
| 2053 | occupation_Craft-repair | hours-per-weekGRP_2_[20,40] | 0.0454 | 0.0454 | -0.0126 | -0.153 |
| 2077 | occupation_Exec-managerial | race_White | 0.0454 | 0.0454 | 0.215 | 0.0852 |
| 2140 | occupation_Farming-fishing | occupation_Machine-op-inspct | -0.0454 | 0.0454 | -0.0519 | -0.0694 |
| 1091 | marital-status_Divorced | marital-status_Married-spouse-absent | -0.0453 | 0.0453 | -0.127 | -0.0425 |
| 1640 | marital-status_Widowed | occupation_Other-service | 0.0453 | 0.0453 | -0.0644 | -0.156 |
| 1635 | marital-status_Widowed | occupation_Craft-repair | -0.0452 | 0.0452 | -0.0644 | -0.0126 |
| 733 | workclass_Self-emp-inc | relationship_Not-in-family | -0.0452 | 0.0452 | 0.139 | -0.189 |
| 5149 | native-country_Puerto-Rico | education-numGRP_1_[1,4] | 0.0451 | 0.0451 | -0.0188 | -0.0835 |
| 692 | workclass_Private | ageGRP_3_[30,40] | 0.045 | 0.045 | -0.0785 | 0.0568 |
| 3068 | relationship_Other-relative | native-country_Guatemala | 0.0449 | 0.0449 | -0.0837 | -0.0201 |
| 299 | workclass_? | education-numGRP_2_[4,6] | 0.0449 | 0.0449 | -0.0782 | -0.0904 |
| 5339 | ageGRP_1_[0,20] | hours-per-weekGRP_5_[60,INF) | -0.0447 | 0.0447 | -0.159 | 0.0541 |
| 629 | workclass_Private | occupation_Priv-house-serv | 0.0447 | 0.0447 | -0.0785 | -0.0371 |
| 3499 | race_Black | education-numGRP_4_[8,10] | 0.0446 | 0.0446 | -0.0891 | -0.176 |
| 2289 | occupation_Handlers-cleaners | education-numGRP_1_[1,4] | 0.0446 | 0.0446 | -0.0873 | -0.0835 |
| 2359 | occupation_Machine-op-inspct | native-country_United-States | -0.0446 | 0.0446 | -0.0694 | 0.0345 |
| 3628 | race_White | hours-per-weekGRP_4_[50,60] | 0.0446 | 0.0446 | 0.0852 | 0.131 |
| 3438 | race_Asian-Pac-Islander | education-numGRP_6_[13,16) | 0.0446 | 0.0446 | 0.0105 | 0.269 |
| 2230 | occupation_Handlers-cleaners | relationship_Other-relative | 0.0445 | 0.0445 | -0.0873 | -0.0837 |
| 1986 | occupation_Craft-repair | relationship_Not-in-family | -0.0445 | 0.0445 | -0.0126 | -0.189 |
| 791 | workclass_Self-emp-inc | ageGRP_5_[50,60] | 0.0444 | 0.0444 | 0.139 | 0.119 |
| 1628 | marital-status_Separated | hours-per-weekGRP_2_[20,40] | 0.0444 | 0.0444 | -0.0744 | -0.153 |
| 3100 | relationship_Other-relative | ageGRP_4_[40,50] | -0.0444 | 0.0444 | -0.0837 | 0.17 |
| 426 | workclass_Local-gov | occupation_Craft-repair | -0.0444 | 0.0444 | 0.0331 | -0.0126 |
| 1819 | occupation_Adm-clerical | relationship_Not-in-family | 0.0444 | 0.0444 | -0.09 | -0.189 |
| 336 | workclass_Federal-gov | occupation_Tech-support | 0.0443 | 0.0443 | 0.0594 | 0.0257 |
| 3031 | relationship_Not-in-family | ageGRP_4_[40,50] | -0.0443 | 0.0443 | -0.189 | 0.17 |
| 2106 | occupation_Exec-managerial | native-country_Mexico | -0.0443 | 0.0443 | 0.215 | -0.0629 |
| 130 | CapitalLossPositive | occupation_Prof-specialty | 0.0441 | 0.0441 | 0.139 | 0.186 |
| 2483 | occupation_Priv-house-serv | native-country_El-Salvador | 0.0441 | 0.0441 | -0.0371 | -0.0208 |
| 2290 | occupation_Handlers-cleaners | education-numGRP_2_[4,6] | 0.0439 | 0.0439 | -0.0873 | -0.0904 |
| 2305 | occupation_Machine-op-inspct | occupation_Tech-support | -0.0438 | 0.0438 | -0.0694 | 0.0257 |
| 5367 | ageGRP_3_[30,40] | hours-per-weekGRP_4_[50,60] | 0.0438 | 0.0438 | 0.0568 | 0.131 |
| 503 | workclass_Local-gov | education-numGRP_5_[10,13] | 0.0438 | 0.0438 | 0.0331 | 0.163 |
| 2214 | occupation_Farming-fishing | education-numGRP_6_[13,16) | -0.0438 | 0.0438 | -0.0519 | 0.269 |
| 3437 | race_Asian-Pac-Islander | education-numGRP_5_[10,13] | 0.0438 | 0.0438 | 0.0105 | 0.163 |
| 3241 | relationship_Unmarried | education-numGRP_4_[8,10] | 0.0437 | 0.0437 | -0.143 | -0.176 |
| 915 | workclass_State-gov | occupation_Machine-op-inspct | -0.0437 | 0.0437 | 0.0148 | -0.0694 |
| 5406 | education-numGRP_1_[1,4] | education-numGRP_3_[6,8] | -0.0435 | 0.0435 | -0.0835 | -0.0975 |
| 5398 | ageGRP_6_[60,INF) | education-numGRP_5_[10,13] | -0.0435 | 0.0435 | -0.00294 | 0.163 |
| 3233 | relationship_Unmarried | ageGRP_2_[20,30] | -0.0435 | 0.0435 | -0.143 | -0.213 |
| 1723 | occupation_? | occupation_Farming-fishing | -0.0435 | 0.0435 | -0.0786 | -0.0519 |
| 2126 | occupation_Exec-managerial | ageGRP_5_[50,60] | 0.0434 | 0.0434 | 0.215 | 0.119 |
| 227 | workclass_? | occupation_Farming-fishing | -0.0434 | 0.0434 | -0.0782 | -0.0519 |
| 1803 | occupation_? | hours-per-weekGRP_4_[50,60] | -0.0433 | 0.0433 | -0.0786 | 0.131 |
| 3684 | sex_Female | education-numGRP_6_[13,16) | -0.0433 | 0.0433 | -0.216 | 0.269 |
| 3743 | sex_Male | education-numGRP_6_[13,16) | 0.0433 | 0.0433 | 0.216 | 0.269 |
| 3474 | race_Black | native-country_Mexico | -0.0432 | 0.0432 | -0.0891 | -0.0629 |
| 687 | workclass_Private | native-country_United-States | -0.0432 | 0.0432 | -0.0785 | 0.0345 |
| 5360 | ageGRP_3_[30,40] | education-numGRP_3_[6,8] | -0.0432 | 0.0432 | 0.0568 | -0.0975 |
| 307 | workclass_? | hours-per-weekGRP_4_[50,60] | -0.0432 | 0.0432 | -0.0782 | 0.131 |
| 4711 | native-country_India | education-numGRP_4_[8,10] | -0.0431 | 0.0431 | 0.0207 | -0.176 |
| 1390 | marital-status_Married-spouse-absent | race_Asian-Pac-Islander | 0.0429 | 0.0429 | -0.0425 | 0.0105 |
| 3247 | relationship_Unmarried | hours-per-weekGRP_4_[50,60] | -0.0429 | 0.0429 | -0.143 | 0.131 |
| 621 | workclass_Private | occupation_Adm-clerical | 0.0429 | 0.0429 | -0.0785 | -0.09 |
| 2377 | occupation_Machine-op-inspct | hours-per-weekGRP_4_[50,60] | -0.0428 | 0.0428 | -0.0694 | 0.131 |
| 341 | workclass_Federal-gov | relationship_Own-child | -0.0428 | 0.0428 | 0.0594 | -0.229 |
| 323 | workclass_Federal-gov | occupation_? | -0.0427 | 0.0427 | 0.0594 | -0.0786 |
| 3050 | relationship_Other-relative | race_Black | 0.0426 | 0.0426 | -0.0837 | -0.0891 |
| 207 | workclass_? | workclass_Federal-gov | -0.0426 | 0.0426 | -0.0782 | 0.0594 |
| 394 | workclass_Federal-gov | ageGRP_2_[20,30] | -0.0426 | 0.0426 | 0.0594 | -0.213 |
| 5358 | ageGRP_3_[30,40] | education-numGRP_1_[1,4] | -0.0424 | 0.0424 | 0.0568 | -0.0835 |
| 3069 | relationship_Other-relative | native-country_Haiti | 0.0424 | 0.0424 | -0.0837 | -0.0129 |
| 5443 | education-numGRP_5_[10,13] | hours-per-weekGRP_4_[50,60] | 0.0424 | 0.0424 | 0.163 | 0.131 |
| 2424 | occupation_Other-service | native-country_Mexico | 0.0424 | 0.0424 | -0.156 | -0.0629 |
| 832 | workclass_Self-emp-not-inc | relationship_Unmarried | -0.0424 | 0.0424 | 0.03 | -0.143 |
| 3677 | sex_Female | ageGRP_5_[50,60] | -0.0423 | 0.0423 | -0.216 | 0.119 |
| 3736 | sex_Male | ageGRP_5_[50,60] | 0.0423 | 0.0423 | 0.216 | 0.119 |
| 1149 | marital-status_Divorced | native-country_Mexico | -0.0423 | 0.0423 | -0.127 | -0.0629 |
| 2577 | occupation_Prof-specialty | native-country_Mexico | -0.0422 | 0.0422 | 0.186 | -0.0629 |
| 1283 | marital-status_Married-civ-spouse | occupation_Farming-fishing | 0.0422 | 0.0422 | 0.445 | -0.0519 |
| 3497 | race_Black | education-numGRP_2_[4,6] | 0.0421 | 0.0421 | -0.0891 | -0.0904 |
| 396 | workclass_Federal-gov | ageGRP_4_[40,50] | 0.0421 | 0.0421 | 0.0594 | 0.17 |
| 2748 | occupation_Sales | education-numGRP_1_[1,4] | -0.042 | 0.042 | 0.0237 | -0.0835 |
| 2752 | occupation_Sales | education-numGRP_5_[10,13] | 0.042 | 0.042 | 0.0237 | 0.163 |
| 1731 | occupation_? | occupation_Tech-support | -0.042 | 0.042 | -0.0786 | 0.0257 |
| 235 | workclass_? | occupation_Tech-support | -0.0419 | 0.0419 | -0.0782 | 0.0257 |
| 3162 | relationship_Own-child | native-country_United-States | 0.0418 | 0.0418 | -0.229 | 0.0345 |
| 1826 | occupation_Adm-clerical | race_Black | 0.0418 | 0.0418 | -0.09 | -0.0891 |
| 420 | workclass_Local-gov | marital-status_Never-married | -0.0418 | 0.0418 | 0.0331 | -0.318 |
| 4960 | native-country_Mexico | hours-per-weekGRP_2_[20,40] | 0.0418 | 0.0418 | -0.0629 | -0.153 |
| 1796 | occupation_? | education-numGRP_3_[6,8] | 0.0417 | 0.0417 | -0.0786 | -0.0975 |
| 698 | workclass_Private | education-numGRP_3_[6,8] | 0.0417 | 0.0417 | -0.0785 | -0.0975 |
| 2286 | occupation_Handlers-cleaners | ageGRP_4_[40,50] | -0.0417 | 0.0417 | -0.0873 | 0.17 |
| 1615 | marital-status_Separated | ageGRP_1_[0,20] | -0.0416 | 0.0416 | -0.0744 | -0.159 |
| 199 | CapitalLossPositive | education-numGRP_4_[8,10] | -0.0415 | 0.0415 | 0.139 | -0.176 |
| 5372 | ageGRP_4_[40,50] | education-numGRP_2_[4,6] | -0.0415 | 0.0415 | 0.17 | -0.0904 |
| 3246 | relationship_Unmarried | hours-per-weekGRP_3_[40,50] | -0.0415 | 0.0415 | -0.143 | 0.172 |
| 742 | workclass_Self-emp-inc | race_White | 0.0415 | 0.0415 | 0.139 | 0.0852 |
| 3108 | relationship_Other-relative | education-numGRP_6_[13,16) | -0.0414 | 0.0414 | -0.0837 | 0.269 |
| 300 | workclass_? | education-numGRP_3_[6,8] | 0.0414 | 0.0414 | -0.0782 | -0.0975 |
| 1178 | marital-status_Divorced | hours-per-weekGRP_2_[20,40] | 0.0414 | 0.0414 | -0.127 | -0.153 |
| 147 | CapitalLossPositive | sex_Male | 0.0413 | 0.0413 | 0.139 | 0.216 |
| 146 | CapitalLossPositive | sex_Female | -0.0413 | 0.0413 | 0.139 | -0.216 |
| 792 | workclass_Self-emp-inc | ageGRP_6_[60,INF) | 0.0413 | 0.0413 | 0.139 | -0.00294 |
| 5405 | education-numGRP_1_[1,4] | education-numGRP_2_[4,6] | -0.0412 | 0.0412 | -0.0835 | -0.0904 |
| 1288 | marital-status_Married-civ-spouse | occupation_Prof-specialty | 0.041 | 0.041 | 0.445 | 0.186 |
| 787 | workclass_Self-emp-inc | ageGRP_1_[0,20] | -0.041 | 0.041 | 0.139 | -0.159 |
| 90 | CapitalGainPositive | ageGRP_4_[40,50] | 0.041 | 0.041 | 0.266 | 0.17 |
| 494 | workclass_Local-gov | ageGRP_2_[20,30] | -0.0409 | 0.0409 | 0.0331 | -0.213 |
| 128 | CapitalLossPositive | occupation_Other-service | -0.0409 | 0.0409 | 0.139 | -0.156 |
| 2287 | occupation_Handlers-cleaners | ageGRP_5_[50,60] | -0.0408 | 0.0408 | -0.0873 | 0.119 |
| 3741 | sex_Male | education-numGRP_4_[8,10] | -0.0407 | 0.0407 | 0.216 | -0.176 |
| 3682 | sex_Female | education-numGRP_4_[8,10] | 0.0407 | 0.0407 | -0.216 | -0.176 |
| 3735 | sex_Male | ageGRP_4_[40,50] | 0.0407 | 0.0407 | 0.216 | 0.17 |
| 3676 | sex_Female | ageGRP_4_[40,50] | -0.0407 | 0.0407 | -0.216 | 0.17 |
| 1565 | marital-status_Separated | relationship_Wife | -0.0406 | 0.0406 | -0.0744 | 0.123 |
| 2069 | occupation_Exec-managerial | relationship_Other-relative | -0.0405 | 0.0405 | 0.215 | -0.0837 |
| 619 | workclass_Private | marital-status_Widowed | -0.0405 | 0.0405 | -0.0785 | -0.0644 |
| 2218 | occupation_Farming-fishing | hours-per-weekGRP_4_[50,60] | 0.0404 | 0.0404 | -0.0519 | 0.131 |
| 5401 | ageGRP_6_[60,INF) | hours-per-weekGRP_2_[20,40] | -0.0404 | 0.0404 | -0.00294 | -0.153 |
| 5374 | ageGRP_4_[40,50] | education-numGRP_4_[8,10] | -0.0404 | 0.0404 | 0.17 | -0.176 |
| 2147 | occupation_Farming-fishing | occupation_Transport-moving | -0.0403 | 0.0403 | -0.0519 | -0.0215 |
| 3054 | relationship_Other-relative | sex_Male | -0.0403 | 0.0403 | -0.0837 | 0.216 |
| 3053 | relationship_Other-relative | sex_Female | 0.0403 | 0.0403 | -0.0837 | -0.216 |
| 193 | CapitalLossPositive | ageGRP_4_[40,50] | 0.0402 | 0.0402 | 0.139 | 0.17 |
| 2208 | occupation_Farming-fishing | ageGRP_6_[60,INF) | 0.04 | 0.04 | -0.0519 | -0.00294 |
| 1652 | marital-status_Widowed | relationship_Wife | -0.0399 | 0.0399 | -0.0644 | 0.123 |
| 2213 | occupation_Farming-fishing | education-numGRP_5_[10,13] | -0.0398 | 0.0398 | -0.0519 | 0.163 |
| 2837 | occupation_Transport-moving | relationship_Wife | -0.0398 | 0.0398 | -0.0215 | 0.123 |
| 2292 | occupation_Handlers-cleaners | education-numGRP_4_[8,10] | 0.0398 | 0.0398 | -0.0873 | -0.176 |
| 3047 | relationship_Other-relative | relationship_Wife | -0.0396 | 0.0396 | -0.0837 | 0.123 |
| 3095 | relationship_Other-relative | native-country_Vietnam | 0.0396 | 0.0396 | -0.0837 | -0.0176 |
| 690 | workclass_Private | ageGRP_1_[0,20] | 0.0394 | 0.0394 | -0.0785 | -0.159 |
| 3051 | relationship_Other-relative | race_Other | 0.0392 | 0.0392 | -0.0837 | -0.0318 |
| 1617 | marital-status_Separated | ageGRP_3_[30,40] | 0.0392 | 0.0392 | -0.0744 | 0.0568 |
| 3577 | race_White | native-country_Dominican-Republic | -0.0391 | 0.0391 | 0.0852 | -0.023 |
| 724 | workclass_Self-emp-inc | occupation_Machine-op-inspct | -0.0391 | 0.0391 | 0.139 | -0.0694 |
| 3537 | race_Other | native-country_Nicaragua | 0.0389 | 0.0389 | -0.0318 | -0.0138 |
| 2759 | occupation_Tech-support | occupation_Transport-moving | -0.0389 | 0.0389 | 0.0257 | -0.0215 |
| 3242 | relationship_Unmarried | education-numGRP_5_[10,13] | -0.0388 | 0.0388 | -0.143 | 0.163 |
| 3734 | sex_Male | ageGRP_3_[30,40] | 0.0387 | 0.0387 | 0.216 | 0.0568 |
| 3675 | sex_Female | ageGRP_3_[30,40] | -0.0387 | 0.0387 | -0.216 | 0.0568 |
| 1394 | marital-status_Married-spouse-absent | sex_Female | 0.0387 | 0.0387 | -0.0425 | -0.216 |
| 894 | workclass_Self-emp-not-inc | education-numGRP_6_[13,16) | 0.0387 | 0.0387 | 0.03 | 0.269 |
| 1395 | marital-status_Married-spouse-absent | sex_Male | -0.0387 | 0.0387 | -0.0425 | 0.216 |
| 2464 | occupation_Priv-house-serv | relationship_Other-relative | 0.0386 | 0.0386 | -0.0371 | -0.0837 |
| 1712 | marital-status_Widowed | education-numGRP_5_[10,13] | -0.0385 | 0.0385 | -0.0644 | 0.163 |
| 897 | workclass_Self-emp-not-inc | hours-per-weekGRP_3_[40,50] | 0.0384 | 0.0384 | 0.03 | 0.172 |
| 5445 | education-numGRP_6_[13,16) | hours-per-weekGRP_1_[0,20] | -0.0384 | 0.0384 | 0.269 | -0.128 |
| 708 | workclass_Self-emp-inc | workclass_State-gov | -0.0384 | 0.0384 | 0.139 | 0.0148 |
| 5 | CapitalGainPositive | workclass_Private | -0.0383 | 0.0383 | 0.266 | -0.0785 |
| 441 | workclass_Local-gov | relationship_Own-child | -0.0383 | 0.0383 | 0.0331 | -0.229 |
| 203 | CapitalLossPositive | hours-per-weekGRP_2_[20,40] | -0.0382 | 0.0382 | 0.139 | -0.153 |
| 5387 | ageGRP_5_[50,60] | education-numGRP_5_[10,13] | -0.0381 | 0.0381 | 0.119 | 0.163 |
| 2690 | occupation_Sales | relationship_Own-child | 0.0381 | 0.0381 | 0.0237 | -0.229 |
| 1409 | marital-status_Married-spouse-absent | native-country_Guatemala | 0.0381 | 0.0381 | -0.0425 | -0.0201 |
| 1415 | marital-status_Married-spouse-absent | native-country_India | 0.038 | 0.038 | -0.0425 | 0.0207 |
| 3300 | relationship_Wife | ageGRP_3_[30,40] | 0.038 | 0.038 | 0.123 | 0.0568 |
| 450 | workclass_Local-gov | sex_Male | -0.038 | 0.038 | 0.0331 | 0.216 |
| 449 | workclass_Local-gov | sex_Female | 0.038 | 0.038 | 0.0331 | -0.216 |
| 3799 | native-country_? | education-numGRP_4_[8,10] | -0.0379 | 0.0379 | 0.00304 | -0.176 |
| 5286 | native-country_United-States | hours-per-weekGRP_3_[40,50] | 0.0379 | 0.0379 | 0.0345 | 0.172 |
| 91 | CapitalGainPositive | ageGRP_5_[50,60] | 0.0378 | 0.0378 | 0.266 | 0.119 |
| 723 | workclass_Self-emp-inc | occupation_Handlers-cleaners | -0.0378 | 0.0378 | 0.139 | -0.0873 |
| 3062 | relationship_Other-relative | native-country_Ecuador | 0.0377 | 0.0377 | -0.0837 | -0.00672 |
| 5352 | ageGRP_2_[20,30] | hours-per-weekGRP_3_[40,50] | -0.0377 | 0.0377 | -0.213 | 0.172 |
| 2047 | occupation_Craft-repair | education-numGRP_2_[4,6] | 0.0377 | 0.0377 | -0.0126 | -0.0904 |
| 33 | CapitalGainPositive | relationship_Not-in-family | -0.0377 | 0.0377 | 0.266 | -0.189 |
| 2522 | occupation_Priv-house-serv | ageGRP_6_[60,INF) | 0.0376 | 0.0376 | -0.0371 | -0.00294 |
| 331 | workclass_Federal-gov | occupation_Other-service | -0.0374 | 0.0374 | 0.0594 | -0.156 |
| 3110 | relationship_Other-relative | hours-per-weekGRP_2_[20,40] | 0.0373 | 0.0373 | -0.0837 | -0.153 |
| 1289 | marital-status_Married-civ-spouse | occupation_Protective-serv | 0.0373 | 0.0373 | 0.445 | 0.0281 |
| 1100 | marital-status_Divorced | occupation_Farming-fishing | -0.0372 | 0.0372 | -0.127 | -0.0519 |
| 36 | CapitalGainPositive | relationship_Unmarried | -0.0372 | 0.0372 | 0.266 | -0.143 |
| 2139 | occupation_Farming-fishing | occupation_Handlers-cleaners | -0.0372 | 0.0372 | -0.0519 | -0.0873 |
| 1828 | occupation_Adm-clerical | race_White | -0.0372 | 0.0372 | -0.09 | 0.0852 |
| 886 | workclass_Self-emp-not-inc | ageGRP_4_[40,50] | 0.0371 | 0.0371 | 0.03 | 0.17 |
| 446 | workclass_Local-gov | race_Black | 0.0371 | 0.0371 | 0.0331 | -0.0891 |
| 2902 | occupation_Transport-moving | hours-per-weekGRP_4_[50,60] | 0.037 | 0.037 | -0.0215 | 0.131 |
| 3099 | relationship_Other-relative | ageGRP_3_[30,40] | -0.0369 | 0.0369 | -0.0837 | 0.0568 |
| 736 | workclass_Self-emp-inc | relationship_Unmarried | -0.0368 | 0.0368 | 0.139 | -0.143 |
| 2228 | occupation_Handlers-cleaners | relationship_Husband | -0.0368 | 0.0368 | -0.0873 | 0.401 |
| 393 | workclass_Federal-gov | ageGRP_1_[0,20] | -0.0368 | 0.0368 | 0.0594 | -0.159 |
| 2078 | occupation_Exec-managerial | sex_Female | -0.0367 | 0.0367 | 0.215 | -0.216 |
| 2079 | occupation_Exec-managerial | sex_Male | 0.0367 | 0.0367 | 0.215 | 0.216 |
| 987 | workclass_State-gov | education-numGRP_4_[8,10] | -0.0367 | 0.0367 | 0.0148 | -0.176 |
| 5075 | native-country_Philippines | education-numGRP_5_[10,13] | 0.0366 | 0.0366 | 0.0123 | 0.163 |
| 824 | workclass_Self-emp-not-inc | occupation_Protective-serv | -0.0366 | 0.0366 | 0.03 | 0.0281 |
| 2303 | occupation_Machine-op-inspct | occupation_Protective-serv | -0.0365 | 0.0365 | -0.0694 | 0.0281 |
| 2887 | occupation_Transport-moving | ageGRP_1_[0,20] | -0.0365 | 0.0365 | -0.0215 | -0.159 |
| 4958 | native-country_Mexico | education-numGRP_6_[13,16) | -0.0364 | 0.0364 | -0.0629 | 0.269 |
| 825 | workclass_Self-emp-not-inc | occupation_Sales | 0.0364 | 0.0364 | 0.03 | 0.0237 |
| 2968 | relationship_Husband | education-numGRP_5_[10,13] | 0.0362 | 0.0362 | 0.401 | 0.163 |
| 3243 | relationship_Unmarried | education-numGRP_6_[13,16) | -0.0361 | 0.0361 | -0.143 | 0.269 |
| 1794 | occupation_? | education-numGRP_1_[1,4] | 0.0361 | 0.0361 | -0.0786 | -0.0835 |
| 5395 | ageGRP_6_[60,INF) | education-numGRP_2_[4,6] | 0.036 | 0.036 | -0.00294 | -0.0904 |
| 2540 | occupation_Prof-specialty | relationship_Other-relative | -0.036 | 0.036 | 0.186 | -0.0837 |
| 2317 | occupation_Machine-op-inspct | race_White | -0.036 | 0.036 | -0.0694 | 0.0852 |
| 1881 | occupation_Adm-clerical | education-numGRP_3_[6,8] | -0.036 | 0.036 | -0.09 | -0.0975 |
| 2529 | occupation_Priv-house-serv | hours-per-weekGRP_1_[0,20] | 0.036 | 0.036 | -0.0371 | -0.128 |
| 2226 | occupation_Handlers-cleaners | occupation_Tech-support | -0.0359 | 0.0359 | -0.0873 | 0.0257 |
| 592 | workclass_Never-worked | ageGRP_1_[0,20] | 0.0359 | 0.0359 | -0.00826 | -0.159 |
| 5421 | education-numGRP_2_[4,6] | hours-per-weekGRP_3_[40,50] | -0.0358 | 0.0358 | -0.0904 | 0.172 |
| 633 | workclass_Private | occupation_Tech-support | 0.0358 | 0.0358 | -0.0785 | 0.0257 |
| 2233 | occupation_Handlers-cleaners | relationship_Wife | -0.0357 | 0.0357 | -0.0873 | 0.123 |
| 914 | workclass_State-gov | occupation_Handlers-cleaners | -0.0357 | 0.0357 | 0.0148 | -0.0873 |
| 298 | workclass_? | education-numGRP_1_[1,4] | 0.0356 | 0.0356 | -0.0782 | -0.0835 |
| 2899 | occupation_Transport-moving | hours-per-weekGRP_1_[0,20] | -0.0356 | 0.0356 | -0.0215 | -0.128 |
| 2315 | occupation_Machine-op-inspct | race_Black | 0.0356 | 0.0356 | -0.0694 | -0.0891 |
| 796 | workclass_Self-emp-inc | education-numGRP_4_[8,10] | -0.0355 | 0.0355 | 0.139 | -0.176 |
| 2900 | occupation_Transport-moving | hours-per-weekGRP_2_[20,40] | -0.0355 | 0.0355 | -0.0215 | -0.153 |
| 37 | CapitalGainPositive | relationship_Wife | 0.0355 | 0.0355 | 0.266 | 0.123 |
| 314 | workclass_Federal-gov | workclass_State-gov | -0.0355 | 0.0355 | 0.0594 | 0.0148 |
| 5419 | education-numGRP_2_[4,6] | hours-per-weekGRP_1_[0,20] | 0.0354 | 0.0354 | -0.0904 | -0.128 |
| 3111 | relationship_Other-relative | hours-per-weekGRP_3_[40,50] | -0.0353 | 0.0353 | -0.0837 | 0.172 |
| 637 | workclass_Private | relationship_Other-relative | 0.0353 | 0.0353 | -0.0785 | -0.0837 |
| 2297 | occupation_Handlers-cleaners | hours-per-weekGRP_3_[40,50] | -0.0352 | 0.0352 | -0.0873 | 0.172 |
| 2608 | occupation_Prof-specialty | hours-per-weekGRP_4_[50,60] | 0.0351 | 0.0351 | 0.186 | 0.131 |
| 397 | workclass_Federal-gov | ageGRP_5_[50,60] | 0.0351 | 0.0351 | 0.0594 | 0.119 |
| 799 | workclass_Self-emp-inc | hours-per-weekGRP_1_[0,20] | -0.035 | 0.035 | 0.139 | -0.128 |
| 1729 | occupation_? | occupation_Protective-serv | -0.0349 | 0.0349 | -0.0786 | 0.0281 |
| 2367 | occupation_Machine-op-inspct | ageGRP_6_[60,INF) | -0.0349 | 0.0349 | -0.0694 | -0.00294 |
| 1799 | occupation_? | education-numGRP_6_[13,16) | -0.0349 | 0.0349 | -0.0786 | 0.269 |
| 233 | workclass_? | occupation_Protective-serv | -0.0349 | 0.0349 | -0.0782 | 0.0281 |
| 205 | CapitalLossPositive | hours-per-weekGRP_4_[50,60] | 0.0347 | 0.0347 | 0.139 | 0.131 |
| 829 | workclass_Self-emp-not-inc | relationship_Not-in-family | -0.0347 | 0.0347 | 0.03 | -0.189 |
| 646 | workclass_Private | sex_Female | 0.0347 | 0.0347 | -0.0785 | -0.216 |
| 647 | workclass_Private | sex_Male | -0.0347 | 0.0347 | -0.0785 | 0.216 |
| 3040 | relationship_Not-in-family | hours-per-weekGRP_1_[0,20] | -0.0347 | 0.0347 | -0.189 | -0.128 |
| 303 | workclass_? | education-numGRP_6_[13,16) | -0.0347 | 0.0347 | -0.0782 | 0.269 |
| 1392 | marital-status_Married-spouse-absent | race_Other | 0.0346 | 0.0346 | -0.0425 | -0.0318 |
| 1077 | workclass_Without-pay | ageGRP_6_[60,INF) | 0.0345 | 0.0345 | -0.0117 | -0.00294 |
| 5375 | ageGRP_4_[40,50] | education-numGRP_5_[10,13] | 0.0344 | 0.0344 | 0.17 | 0.163 |
| 2895 | occupation_Transport-moving | education-numGRP_3_[6,8] | 0.0342 | 0.0342 | -0.0215 | -0.0975 |
| 3969 | native-country_China | education-numGRP_6_[13,16) | 0.0342 | 0.0342 | 0.00291 | 0.269 |
| 5412 | education-numGRP_1_[1,4] | hours-per-weekGRP_3_[40,50] | -0.0342 | 0.0342 | -0.0835 | 0.172 |
| 330 | workclass_Federal-gov | occupation_Machine-op-inspct | -0.034 | 0.034 | 0.0594 | -0.0694 |
| 1117 | marital-status_Divorced | race_Asian-Pac-Islander | -0.034 | 0.034 | -0.127 | 0.0105 |
| 5403 | ageGRP_6_[60,INF) | hours-per-weekGRP_4_[50,60] | -0.034 | 0.034 | -0.00294 | 0.131 |
| 3801 | native-country_? | education-numGRP_6_[13,16) | 0.0339 | 0.0339 | 0.00304 | 0.269 |
| 2587 | occupation_Prof-specialty | native-country_Taiwan | 0.0338 | 0.0338 | 0.186 | 0.014 |
| 99 | CapitalGainPositive | hours-per-weekGRP_1_[0,20] | -0.0338 | 0.0338 | 0.266 | -0.128 |
| 3311 | relationship_Wife | hours-per-weekGRP_2_[20,40] | 0.0337 | 0.0337 | 0.123 | -0.153 |
| 1625 | marital-status_Separated | education-numGRP_5_[10,13] | -0.0336 | 0.0336 | -0.0744 | 0.163 |
| 5344 | ageGRP_2_[20,30] | education-numGRP_1_[1,4] | -0.0336 | 0.0336 | -0.213 | -0.0835 |
| 3510 | race_Other | native-country_? | 0.0335 | 0.0335 | -0.0318 | 0.00304 |
| 139 | CapitalLossPositive | relationship_Unmarried | -0.0335 | 0.0335 | 0.139 | -0.143 |
| 5272 | native-country_United-States | ageGRP_1_[0,20] | 0.0334 | 0.0334 | 0.0345 | -0.159 |
| 3618 | race_White | ageGRP_6_[60,INF) | 0.0334 | 0.0334 | 0.0852 | -0.00294 |
| 2158 | occupation_Farming-fishing | race_White | 0.0333 | 0.0333 | -0.0519 | 0.0852 |
| 636 | workclass_Private | relationship_Not-in-family | 0.0333 | 0.0333 | -0.0785 | -0.189 |
| 1427 | marital-status_Married-spouse-absent | native-country_Poland | 0.0333 | 0.0333 | -0.0425 | -0.0041 |
| 3036 | relationship_Not-in-family | education-numGRP_3_[6,8] | -0.0332 | 0.0332 | -0.189 | -0.0975 |
| 490 | workclass_Local-gov | native-country_United-States | 0.0332 | 0.0332 | 0.0331 | 0.0345 |
| 5422 | education-numGRP_2_[4,6] | hours-per-weekGRP_4_[50,60] | -0.0331 | 0.0331 | -0.0904 | 0.131 |
| 2894 | occupation_Transport-moving | education-numGRP_2_[4,6] | 0.0331 | 0.0331 | -0.0215 | -0.0904 |
| 3498 | race_Black | education-numGRP_3_[6,8] | 0.0331 | 0.0331 | -0.0891 | -0.0975 |
| 327 | workclass_Federal-gov | occupation_Exec-managerial | 0.033 | 0.033 | 0.0594 | 0.215 |
| 1410 | marital-status_Married-spouse-absent | native-country_Haiti | 0.0329 | 0.0329 | -0.0425 | -0.0129 |
| 312 | workclass_Federal-gov | workclass_Self-emp-inc | -0.0328 | 0.0328 | 0.0594 | 0.139 |
| 2697 | occupation_Sales | race_White | 0.0328 | 0.0328 | 0.0237 | 0.0852 |
| 3172 | relationship_Own-child | education-numGRP_2_[4,6] | 0.0328 | 0.0328 | -0.229 | -0.0904 |
| 5273 | native-country_United-States | ageGRP_2_[20,30] | -0.0327 | 0.0327 | 0.0345 | -0.213 |
| 1419 | marital-status_Married-spouse-absent | native-country_Jamaica | 0.0326 | 0.0326 | -0.0425 | -0.0137 |
| 3624 | race_White | education-numGRP_6_[13,16) | 0.0325 | 0.0325 | 0.0852 | 0.269 |
| 2822 | occupation_Tech-support | education-numGRP_2_[4,6] | -0.0325 | 0.0325 | 0.0257 | -0.0904 |
| 3085 | relationship_Other-relative | native-country_Philippines | 0.0324 | 0.0324 | -0.0837 | 0.0123 |
| 2612 | occupation_Protective-serv | occupation_Transport-moving | -0.0324 | 0.0324 | 0.0281 | -0.0215 |
| 2156 | occupation_Farming-fishing | race_Black | -0.0323 | 0.0323 | -0.0519 | -0.0891 |
| 1717 | marital-status_Widowed | hours-per-weekGRP_4_[50,60] | -0.0322 | 0.0322 | -0.0644 | 0.131 |
| 3313 | relationship_Wife | hours-per-weekGRP_4_[50,60] | -0.0321 | 0.0321 | 0.123 | 0.131 |
| 204 | CapitalLossPositive | hours-per-weekGRP_3_[40,50] | 0.0321 | 0.0321 | 0.139 | 0.172 |
| 2345 | occupation_Machine-op-inspct | native-country_Laos | 0.0321 | 0.0321 | -0.0694 | -0.00713 |
| 2412 | occupation_Other-service | native-country_Haiti | 0.032 | 0.032 | -0.156 | -0.0129 |
| 2835 | occupation_Transport-moving | relationship_Own-child | -0.032 | 0.032 | -0.0215 | -0.229 |
| 3316 | race_Amer-Indian-Eskimo | race_Black | -0.032 | 0.032 | -0.0287 | -0.0891 |
| 1544 | marital-status_Separated | marital-status_Widowed | -0.032 | 0.032 | -0.0744 | -0.0644 |
| 442 | workclass_Local-gov | relationship_Unmarried | 0.0319 | 0.0319 | 0.0331 | -0.143 |
| 405 | workclass_Federal-gov | hours-per-weekGRP_1_[0,20] | -0.0319 | 0.0319 | 0.0594 | -0.128 |
| 826 | workclass_Self-emp-not-inc | occupation_Tech-support | -0.0319 | 0.0319 | 0.03 | 0.0257 |
| 3312 | relationship_Wife | hours-per-weekGRP_3_[40,50] | -0.0319 | 0.0319 | 0.123 | 0.172 |
| 2836 | occupation_Transport-moving | relationship_Unmarried | -0.0319 | 0.0319 | -0.0215 | -0.143 |
| 3506 | race_Black | hours-per-weekGRP_5_[60,INF) | -0.0319 | 0.0319 | -0.0891 | 0.0541 |
| 403 | workclass_Federal-gov | education-numGRP_5_[10,13] | 0.0319 | 0.0319 | 0.0594 | 0.163 |
| 876 | workclass_Self-emp-not-inc | native-country_South | 0.0318 | 0.0318 | 0.03 | -0.00474 |
| 2695 | occupation_Sales | race_Black | -0.0318 | 0.0318 | 0.0237 | -0.0891 |
| 2298 | occupation_Handlers-cleaners | hours-per-weekGRP_4_[50,60] | -0.0317 | 0.0317 | -0.0873 | 0.131 |
| 5411 | education-numGRP_1_[1,4] | hours-per-weekGRP_2_[20,40] | 0.0317 | 0.0317 | -0.0835 | -0.153 |
| 3037 | relationship_Not-in-family | education-numGRP_4_[8,10] | -0.0317 | 0.0317 | -0.189 | -0.176 |
| 3679 | sex_Female | education-numGRP_1_[1,4] | -0.0317 | 0.0317 | -0.216 | -0.0835 |
| 3738 | sex_Male | education-numGRP_1_[1,4] | 0.0317 | 0.0317 | 0.216 | -0.0835 |
| 3310 | relationship_Wife | hours-per-weekGRP_1_[0,20] | 0.0316 | 0.0316 | 0.123 | -0.128 |
| 3448 | race_Black | native-country_? | 0.0315 | 0.0315 | -0.0891 | 0.00304 |
| 612 | workclass_Private | workclass_Without-pay | -0.0315 | 0.0315 | -0.0785 | -0.0117 |
| 2316 | occupation_Machine-op-inspct | race_Other | 0.0314 | 0.0314 | -0.0694 | -0.0318 |
| 3070 | relationship_Other-relative | native-country_Holand-Netherlands | 0.0314 | 0.0314 | -0.0837 | -0.00312 |
| 2823 | occupation_Tech-support | education-numGRP_3_[6,8] | -0.0314 | 0.0314 | 0.0257 | -0.0975 |
| 3657 | sex_Female | native-country_Mexico | -0.0313 | 0.0313 | -0.216 | -0.0629 |
| 3716 | sex_Male | native-country_Mexico | 0.0313 | 0.0313 | 0.216 | -0.0629 |
| 821 | workclass_Self-emp-not-inc | occupation_Other-service | -0.0312 | 0.0312 | 0.03 | -0.156 |
| 443 | workclass_Local-gov | relationship_Wife | 0.0311 | 0.0311 | 0.0331 | 0.123 |
| 326 | workclass_Federal-gov | occupation_Craft-repair | -0.0311 | 0.0311 | 0.0594 | -0.0126 |
| 5329 | ageGRP_1_[0,20] | education-numGRP_1_[1,4] | -0.0311 | 0.0311 | -0.159 | -0.0835 |
| 1622 | marital-status_Separated | education-numGRP_2_[4,6] | 0.0311 | 0.0311 | -0.0744 | -0.0904 |
| 797 | workclass_Self-emp-inc | education-numGRP_5_[10,13] | 0.0311 | 0.0311 | 0.139 | 0.163 |
| 5221 | native-country_Taiwan | education-numGRP_4_[8,10] | -0.031 | 0.031 | 0.014 | -0.176 |
| 1385 | marital-status_Married-spouse-absent | relationship_Other-relative | 0.031 | 0.031 | -0.0425 | -0.0837 |
| 2288 | occupation_Handlers-cleaners | ageGRP_6_[60,INF) | -0.0309 | 0.0309 | -0.0873 | -0.00294 |
| 4952 | native-country_Mexico | ageGRP_6_[60,INF) | -0.0309 | 0.0309 | -0.0629 | -0.00294 |
| 190 | CapitalLossPositive | ageGRP_1_[0,20] | -0.0308 | 0.0308 | 0.139 | -0.159 |
| 2815 | occupation_Tech-support | ageGRP_1_[0,20] | -0.0308 | 0.0308 | 0.0257 | -0.159 |
| 2594 | occupation_Prof-specialty | ageGRP_2_[20,30] | -0.0308 | 0.0308 | 0.186 | -0.213 |
| 2893 | occupation_Transport-moving | education-numGRP_1_[1,4] | 0.0307 | 0.0307 | -0.0215 | -0.0835 |
| 3614 | race_White | ageGRP_2_[20,30] | -0.0306 | 0.0306 | 0.0852 | -0.213 |
| 2318 | occupation_Machine-op-inspct | sex_Female | -0.0305 | 0.0305 | -0.0694 | -0.216 |
| 2319 | occupation_Machine-op-inspct | sex_Male | 0.0305 | 0.0305 | -0.0694 | 0.216 |
| 3178 | relationship_Own-child | hours-per-weekGRP_2_[20,40] | 0.0305 | 0.0305 | -0.229 | -0.153 |
| 416 | workclass_Local-gov | marital-status_Divorced | 0.0304 | 0.0304 | 0.0331 | -0.127 |
| 2146 | occupation_Farming-fishing | occupation_Tech-support | -0.0304 | 0.0304 | -0.0519 | 0.0257 |
| 399 | workclass_Federal-gov | education-numGRP_1_[1,4] | -0.0303 | 0.0303 | 0.0594 | -0.0835 |
| 2679 | occupation_Protective-serv | education-numGRP_6_[13,16) | -0.0303 | 0.0303 | 0.0281 | 0.269 |
| 95 | CapitalGainPositive | education-numGRP_3_[6,8] | -0.0302 | 0.0302 | 0.266 | -0.0975 |
| 1429 | marital-status_Married-spouse-absent | native-country_Puerto-Rico | 0.0302 | 0.0302 | -0.0425 | -0.0188 |
| 2833 | occupation_Transport-moving | relationship_Not-in-family | -0.0301 | 0.0301 | -0.0215 | -0.189 |
| 5359 | ageGRP_3_[30,40] | education-numGRP_2_[4,6] | -0.0301 | 0.0301 | 0.0568 | -0.0904 |
| 3620 | race_White | education-numGRP_2_[4,6] | -0.0301 | 0.0301 | 0.0852 | -0.0904 |
| 2739 | occupation_Sales | native-country_United-States | 0.03 | 0.03 | 0.0237 | 0.0345 |
| 2224 | occupation_Handlers-cleaners | occupation_Protective-serv | -0.0299 | 0.0299 | -0.0873 | 0.0281 |
| 2548 | occupation_Prof-specialty | race_White | 0.0299 | 0.0299 | 0.186 | 0.0852 |
| 3444 | race_Black | race_Other | -0.0298 | 0.0298 | -0.0891 | -0.0318 |
| 4071 | native-country_Cuba | education-numGRP_1_[1,4] | 0.0298 | 0.0298 | 0.00283 | -0.0835 |
| 2828 | occupation_Tech-support | hours-per-weekGRP_2_[20,40] | 0.0298 | 0.0298 | 0.0257 | -0.153 |
| 1426 | marital-status_Married-spouse-absent | native-country_Philippines | 0.0297 | 0.0297 | -0.0425 | 0.0123 |
| 5430 | education-numGRP_3_[6,8] | hours-per-weekGRP_4_[50,60] | -0.0297 | 0.0297 | -0.0975 | 0.131 |
| 400 | workclass_Federal-gov | education-numGRP_2_[4,6] | -0.0297 | 0.0297 | 0.0594 | -0.0904 |
| 3308 | relationship_Wife | education-numGRP_5_[10,13] | 0.0296 | 0.0296 | 0.123 | 0.163 |
| 2621 | occupation_Protective-serv | race_Black | 0.0296 | 0.0296 | 0.0281 | -0.0891 |
| 2964 | relationship_Husband | education-numGRP_1_[1,4] | 0.0296 | 0.0296 | 0.401 | -0.0835 |
| 992 | workclass_State-gov | hours-per-weekGRP_3_[40,50] | -0.0296 | 0.0296 | 0.0148 | 0.172 |
| 40 | CapitalGainPositive | race_Black | -0.0295 | 0.0295 | 0.266 | -0.0891 |
| 5368 | ageGRP_3_[30,40] | hours-per-weekGRP_5_[60,INF) | 0.0295 | 0.0295 | 0.0568 | 0.0541 |
| 985 | workclass_State-gov | education-numGRP_2_[4,6] | -0.0295 | 0.0295 | 0.0148 | -0.0904 |
| 1563 | marital-status_Separated | relationship_Own-child | -0.0294 | 0.0294 | -0.0744 | -0.229 |
| 640 | workclass_Private | relationship_Wife | -0.0293 | 0.0293 | -0.0785 | 0.123 |
| 5078 | native-country_Philippines | hours-per-weekGRP_2_[20,40] | 0.0293 | 0.0293 | 0.0123 | -0.153 |
| 730 | workclass_Self-emp-inc | occupation_Tech-support | -0.0292 | 0.0292 | 0.139 | 0.0257 |
| 3441 | race_Asian-Pac-Islander | hours-per-weekGRP_3_[40,50] | -0.0292 | 0.0292 | 0.0105 | 0.172 |
| 506 | workclass_Local-gov | hours-per-weekGRP_2_[20,40] | 0.0291 | 0.0291 | 0.0331 | -0.153 |
| 2124 | occupation_Exec-managerial | ageGRP_3_[30,40] | 0.0291 | 0.0291 | 0.215 | 0.0568 |
| 42 | CapitalGainPositive | race_White | 0.029 | 0.029 | 0.266 | 0.0852 |
| 986 | workclass_State-gov | education-numGRP_3_[6,8] | -0.029 | 0.029 | 0.0148 | -0.0975 |
| 5336 | ageGRP_1_[0,20] | hours-per-weekGRP_2_[20,40] | -0.029 | 0.029 | -0.159 | -0.153 |
| 505 | workclass_Local-gov | hours-per-weekGRP_1_[0,20] | -0.029 | 0.029 | 0.0331 | -0.128 |
| 624 | workclass_Private | occupation_Exec-managerial | -0.0289 | 0.0289 | -0.0785 | 0.215 |
| 2149 | occupation_Farming-fishing | relationship_Not-in-family | -0.0289 | 0.0289 | -0.0519 | -0.189 |
| 1626 | marital-status_Separated | education-numGRP_6_[13,16) | -0.0289 | 0.0289 | -0.0744 | 0.269 |
| 497 | workclass_Local-gov | ageGRP_5_[50,60] | 0.0289 | 0.0289 | 0.0331 | 0.119 |
| 23 | CapitalGainPositive | occupation_Handlers-cleaners | -0.0289 | 0.0289 | 0.266 | -0.0873 |
| 333 | workclass_Federal-gov | occupation_Prof-specialty | 0.0289 | 0.0289 | 0.0594 | 0.186 |
| 1399 | marital-status_Married-spouse-absent | native-country_China | 0.0287 | 0.0287 | -0.0425 | 0.00291 |
| 2386 | occupation_Other-service | relationship_Not-in-family | 0.0286 | 0.0286 | -0.156 | -0.189 |
| 5397 | ageGRP_6_[60,INF) | education-numGRP_4_[8,10] | -0.0285 | 0.0285 | -0.00294 | -0.176 |
| 2549 | occupation_Prof-specialty | sex_Female | 0.0285 | 0.0285 | 0.186 | -0.216 |
| 2550 | occupation_Prof-specialty | sex_Male | -0.0285 | 0.0285 | 0.186 | 0.216 |
| 2485 | occupation_Priv-house-serv | native-country_France | 0.0285 | 0.0285 | -0.0371 | 0.0121 |
| 2466 | occupation_Priv-house-serv | relationship_Unmarried | 0.0284 | 0.0284 | -0.0371 | -0.143 |
| 2362 | occupation_Machine-op-inspct | ageGRP_1_[0,20] | -0.0284 | 0.0284 | -0.0694 | -0.159 |
| 200 | CapitalLossPositive | education-numGRP_5_[10,13] | 0.0283 | 0.0283 | 0.139 | 0.163 |
| 2545 | occupation_Prof-specialty | race_Asian-Pac-Islander | 0.0283 | 0.0283 | 0.186 | 0.0105 |
| 1705 | marital-status_Widowed | ageGRP_4_[40,50] | -0.0283 | 0.0283 | -0.0644 | 0.17 |
| 1354 | marital-status_Married-civ-spouse | education-numGRP_1_[1,4] | 0.0282 | 0.0282 | 0.445 | -0.0835 |
| 2119 | occupation_Exec-managerial | native-country_United-States | 0.0281 | 0.0281 | 0.215 | 0.0345 |
| 2884 | occupation_Transport-moving | native-country_United-States | 0.0281 | 0.0281 | -0.0215 | 0.0345 |
| 745 | workclass_Self-emp-inc | native-country_? | 0.028 | 0.028 | 0.139 | 0.00304 |
| 3623 | race_White | education-numGRP_5_[10,13] | 0.028 | 0.028 | 0.0852 | 0.163 |
| 401 | workclass_Federal-gov | education-numGRP_3_[6,8] | -0.028 | 0.028 | 0.0594 | -0.0975 |
| 501 | workclass_Local-gov | education-numGRP_3_[6,8] | -0.0279 | 0.0279 | 0.0331 | -0.0975 |
| 5074 | native-country_Philippines | education-numGRP_4_[8,10] | -0.0279 | 0.0279 | 0.0123 | -0.176 |
| 5420 | education-numGRP_2_[4,6] | hours-per-weekGRP_2_[20,40] | 0.0278 | 0.0278 | -0.0904 | -0.153 |
| 2824 | occupation_Tech-support | education-numGRP_4_[8,10] | -0.0278 | 0.0278 | 0.0257 | -0.176 |
| 3105 | relationship_Other-relative | education-numGRP_3_[6,8] | 0.0278 | 0.0278 | -0.0837 | -0.0975 |
| 1396 | marital-status_Married-spouse-absent | native-country_? | 0.0278 | 0.0278 | -0.0425 | 0.00304 |
| 3112 | relationship_Other-relative | hours-per-weekGRP_4_[50,60] | -0.0277 | 0.0277 | -0.0837 | 0.131 |
| 3082 | relationship_Other-relative | native-country_Nicaragua | 0.0277 | 0.0277 | -0.0837 | -0.0138 |
| 5384 | ageGRP_5_[50,60] | education-numGRP_2_[4,6] | 0.0276 | 0.0276 | 0.119 | -0.0904 |
| 2677 | occupation_Protective-serv | education-numGRP_4_[8,10] | 0.0275 | 0.0275 | 0.0281 | -0.176 |
| 2754 | occupation_Sales | hours-per-weekGRP_1_[0,20] | 0.0275 | 0.0275 | 0.0237 | -0.128 |
| 1738 | occupation_? | relationship_Wife | 0.0275 | 0.0275 | -0.0786 | 0.123 |
| 18 | CapitalGainPositive | occupation_Adm-clerical | -0.0274 | 0.0274 | 0.266 | -0.09 |
| 2153 | occupation_Farming-fishing | relationship_Wife | -0.0274 | 0.0274 | -0.0519 | 0.123 |
| 2327 | occupation_Machine-op-inspct | native-country_Ecuador | 0.0274 | 0.0274 | -0.0694 | -0.00672 |
| 1400 | marital-status_Married-spouse-absent | native-country_Columbia | 0.0272 | 0.0272 | -0.0425 | -0.0206 |
| 2463 | occupation_Priv-house-serv | relationship_Not-in-family | 0.0271 | 0.0271 | -0.0371 | -0.189 |
| 3033 | relationship_Not-in-family | ageGRP_6_[60,INF) | 0.0271 | 0.0271 | -0.189 | -0.00294 |
| 242 | workclass_? | relationship_Wife | 0.0271 | 0.0271 | -0.0782 | 0.123 |
| 320 | workclass_Federal-gov | marital-status_Never-married | -0.0271 | 0.0271 | 0.0594 | -0.318 |
| 3223 | relationship_Unmarried | native-country_Puerto-Rico | 0.0269 | 0.0269 | -0.143 | -0.0188 |
| 2595 | occupation_Prof-specialty | ageGRP_3_[30,40] | 0.0269 | 0.0269 | 0.186 | 0.0568 |
| 3149 | relationship_Own-child | native-country_Mexico | -0.0268 | 0.0268 | -0.229 | -0.0629 |
| 5346 | ageGRP_2_[20,30] | education-numGRP_3_[6,8] | -0.0268 | 0.0268 | -0.213 | -0.0975 |
| 407 | workclass_Federal-gov | hours-per-weekGRP_3_[40,50] | -0.0268 | 0.0268 | 0.0594 | 0.172 |
| 2820 | occupation_Tech-support | ageGRP_6_[60,INF) | -0.0268 | 0.0268 | 0.0257 | -0.00294 |
| 1633 | marital-status_Widowed | occupation_Adm-clerical | 0.0268 | 0.0268 | -0.0644 | -0.09 |
| 2821 | occupation_Tech-support | education-numGRP_1_[1,4] | -0.0267 | 0.0267 | 0.0257 | -0.0835 |
| 94 | CapitalGainPositive | education-numGRP_2_[4,6] | -0.0267 | 0.0267 | 0.266 | -0.0904 |
| 1468 | marital-status_Never-married | occupation_Protective-serv | -0.0266 | 0.0266 | -0.318 | 0.0281 |
| 795 | workclass_Self-emp-inc | education-numGRP_3_[6,8] | -0.0266 | 0.0266 | 0.139 | -0.0975 |
| 10 | CapitalGainPositive | marital-status_Divorced | -0.0266 | 0.0266 | 0.266 | -0.127 |
| 2816 | occupation_Tech-support | ageGRP_2_[20,30] | 0.0266 | 0.0266 | 0.0257 | -0.213 |
| 1857 | occupation_Adm-clerical | native-country_Mexico | -0.0265 | 0.0265 | -0.09 | -0.0629 |
| 3523 | race_Other | native-country_Guatemala | 0.0265 | 0.0265 | -0.0318 | -0.0201 |
| 5283 | native-country_United-States | education-numGRP_6_[13,16) | -0.0264 | 0.0264 | 0.0345 | 0.269 |
| 991 | workclass_State-gov | hours-per-weekGRP_2_[20,40] | 0.0263 | 0.0263 | 0.0148 | -0.153 |
| 2138 | occupation_Exec-managerial | hours-per-weekGRP_5_[60,INF) | 0.0263 | 0.0263 | 0.215 | 0.0541 |
| 1101 | marital-status_Divorced | occupation_Handlers-cleaners | -0.0263 | 0.0263 | -0.127 | -0.0873 |
| 981 | workclass_State-gov | ageGRP_4_[40,50] | 0.0262 | 0.0262 | 0.0148 | 0.17 |
| 2378 | occupation_Machine-op-inspct | hours-per-weekGRP_5_[60,INF) | -0.0262 | 0.0262 | -0.0694 | 0.0541 |
| 984 | workclass_State-gov | education-numGRP_1_[1,4] | -0.0262 | 0.0262 | 0.0148 | -0.0835 |
| 3650 | sex_Female | native-country_India | -0.0261 | 0.0261 | -0.216 | 0.0207 |
| 3709 | sex_Male | native-country_India | 0.0261 | 0.0261 | 0.216 | 0.0207 |
| 5279 | native-country_United-States | education-numGRP_2_[4,6] | -0.026 | 0.026 | 0.0345 | -0.0904 |
| 1171 | marital-status_Divorced | education-numGRP_1_[1,4] | -0.026 | 0.026 | -0.127 | -0.0835 |
| 2457 | occupation_Priv-house-serv | occupation_Prof-specialty | -0.0259 | 0.0259 | -0.0371 | 0.186 |
| 817 | workclass_Self-emp-not-inc | occupation_Exec-managerial | 0.0259 | 0.0259 | 0.03 | 0.215 |
| 1355 | marital-status_Married-civ-spouse | education-numGRP_2_[4,6] | -0.0259 | 0.0259 | 0.445 | -0.0904 |
| 978 | workclass_State-gov | ageGRP_1_[0,20] | -0.0258 | 0.0258 | 0.0148 | -0.159 |
| 215 | workclass_? | marital-status_Divorced | -0.0258 | 0.0258 | -0.0782 | -0.127 |
| 4412 | native-country_Greece | ageGRP_5_[50,60] | 0.0258 | 0.0258 | 0.00245 | 0.119 |
| 3183 | relationship_Unmarried | race_Amer-Indian-Eskimo | 0.0257 | 0.0257 | -0.143 | -0.0287 |
| 1095 | marital-status_Divorced | occupation_? | -0.0257 | 0.0257 | -0.127 | -0.0786 |
| 1979 | occupation_Craft-repair | occupation_Priv-house-serv | -0.0257 | 0.0257 | -0.0126 | -0.0371 |
| 710 | workclass_Self-emp-inc | marital-status_Divorced | -0.0257 | 0.0257 | 0.139 | -0.127 |
| 1098 | marital-status_Divorced | occupation_Craft-repair | -0.0257 | 0.0257 | -0.127 | -0.0126 |
| 1388 | marital-status_Married-spouse-absent | relationship_Wife | -0.0256 | 0.0256 | -0.0425 | 0.123 |
| 3104 | relationship_Other-relative | education-numGRP_2_[4,6] | 0.0256 | 0.0256 | -0.0837 | -0.0904 |
| 2444 | occupation_Other-service | ageGRP_5_[50,60] | -0.0256 | 0.0256 | -0.156 | 0.119 |
| 429 | workclass_Local-gov | occupation_Handlers-cleaners | -0.0256 | 0.0256 | 0.0331 | -0.0873 |
| 2061 | occupation_Exec-managerial | occupation_Priv-house-serv | -0.0256 | 0.0256 | 0.215 | -0.0371 |
| 109 | CapitalLossPositive | workclass_Self-emp-inc | 0.0256 | 0.0256 | 0.139 | 0.139 |
| 962 | workclass_State-gov | native-country_Mexico | -0.0255 | 0.0255 | 0.0148 | -0.0629 |
| 1629 | marital-status_Separated | hours-per-weekGRP_3_[40,50] | -0.0255 | 0.0255 | -0.0744 | 0.172 |
| 3529 | race_Other | native-country_India | 0.0255 | 0.0255 | -0.0318 | 0.0207 |
| 3597 | race_White | native-country_Mexico | 0.0255 | 0.0255 | 0.0852 | -0.0629 |
| 428 | workclass_Local-gov | occupation_Farming-fishing | -0.0254 | 0.0254 | 0.0331 | -0.0519 |
| 5399 | ageGRP_6_[60,INF) | education-numGRP_6_[13,16) | 0.0253 | 0.0253 | -0.00294 | 0.269 |
| 3629 | race_White | hours-per-weekGRP_5_[60,INF) | 0.0253 | 0.0253 | 0.0852 | 0.0541 |
| 2144 | occupation_Farming-fishing | occupation_Protective-serv | -0.0253 | 0.0253 | -0.0519 | 0.0281 |
| 734 | workclass_Self-emp-inc | relationship_Other-relative | -0.0253 | 0.0253 | 0.139 | -0.0837 |
| 2726 | occupation_Sales | native-country_Mexico | -0.0252 | 0.0252 | 0.0237 | -0.0629 |
| 622 | workclass_Private | occupation_Armed-Forces | -0.0252 | 0.0252 | -0.0785 | -0.00504 |
| 71 | CapitalGainPositive | native-country_Mexico | -0.0252 | 0.0252 | 0.266 | -0.0629 |
| 1469 | marital-status_Never-married | occupation_Sales | 0.0252 | 0.0252 | -0.318 | 0.0237 |
| 163 | CapitalLossPositive | native-country_Holand-Netherlands | 0.025 | 0.025 | 0.139 | -0.00312 |
| 1412 | marital-status_Married-spouse-absent | native-country_Honduras | 0.025 | 0.025 | -0.0425 | -0.00766 |
| 3553 | race_Other | ageGRP_2_[20,30] | 0.025 | 0.025 | -0.0318 | -0.213 |
| 3032 | relationship_Not-in-family | ageGRP_5_[50,60] | -0.025 | 0.025 | -0.189 | 0.119 |
| 2618 | occupation_Protective-serv | relationship_Wife | -0.0249 | 0.0249 | 0.0281 | 0.123 |
| 3314 | relationship_Wife | hours-per-weekGRP_5_[60,INF) | -0.0249 | 0.0249 | 0.123 | 0.0541 |
| 4227 | native-country_El-Salvador | education-numGRP_4_[8,10] | -0.0248 | 0.0248 | -0.0208 | -0.176 |
| 1562 | marital-status_Separated | relationship_Other-relative | 0.0248 | 0.0248 | -0.0744 | -0.0837 |
| 3621 | race_White | education-numGRP_3_[6,8] | -0.0248 | 0.0248 | 0.0852 | -0.0975 |
| 3244 | relationship_Unmarried | hours-per-weekGRP_1_[0,20] | -0.0247 | 0.0247 | -0.143 | -0.128 |
| 4961 | native-country_Mexico | hours-per-weekGRP_3_[40,50] | -0.0247 | 0.0247 | -0.0629 | 0.172 |
| 2236 | occupation_Handlers-cleaners | race_Black | 0.0247 | 0.0247 | -0.0873 | -0.0891 |
| 3237 | relationship_Unmarried | ageGRP_6_[60,INF) | -0.0247 | 0.0247 | -0.143 | -0.00294 |
| 5345 | ageGRP_2_[20,30] | education-numGRP_2_[4,6] | -0.0247 | 0.0247 | -0.213 | -0.0904 |
| 2605 | occupation_Prof-specialty | hours-per-weekGRP_1_[0,20] | -0.0246 | 0.0246 | 0.186 | -0.128 |
| 2744 | occupation_Sales | ageGRP_3_[30,40] | -0.0246 | 0.0246 | 0.0237 | 0.0568 |
| 891 | workclass_Self-emp-not-inc | education-numGRP_3_[6,8] | -0.0246 | 0.0246 | 0.03 | -0.0975 |
| 1182 | marital-status_Married-AF-spouse | marital-status_Married-civ-spouse | -0.0245 | 0.0245 | 0.0121 | 0.445 |
| 4326 | native-country_France | education-numGRP_6_[13,16) | 0.0245 | 0.0245 | 0.0121 | 0.269 |
| 1812 | occupation_Adm-clerical | occupation_Priv-house-serv | -0.0245 | 0.0245 | -0.09 | -0.0371 |
| 3411 | race_Asian-Pac-Islander | native-country_Mexico | -0.0245 | 0.0245 | 0.0105 | -0.0629 |
| 2152 | occupation_Farming-fishing | relationship_Unmarried | -0.0245 | 0.0245 | -0.0519 | -0.143 |
| 3248 | relationship_Unmarried | hours-per-weekGRP_5_[60,INF) | -0.0245 | 0.0245 | -0.143 | 0.0541 |
| 2611 | occupation_Protective-serv | occupation_Tech-support | -0.0244 | 0.0244 | 0.0281 | 0.0257 |
| 3967 | native-country_China | education-numGRP_4_[8,10] | -0.0244 | 0.0244 | 0.00291 | -0.176 |
| 1467 | marital-status_Never-married | occupation_Prof-specialty | -0.0244 | 0.0244 | -0.318 | 0.186 |
| 5249 | native-country_Thailand | hours-per-weekGRP_5_[60,INF) | 0.0244 | 0.0244 | -0.00408 | 0.0541 |
| 108 | CapitalLossPositive | workclass_Private | -0.0243 | 0.0243 | 0.139 | -0.0785 |
| 4225 | native-country_El-Salvador | education-numGRP_2_[4,6] | 0.0243 | 0.0243 | -0.0208 | -0.0904 |
| 975 | workclass_State-gov | native-country_United-States | 0.0243 | 0.0243 | 0.0148 | 0.0345 |
| 1536 | marital-status_Never-married | education-numGRP_4_[8,10] | 0.0243 | 0.0243 | -0.318 | -0.176 |
| 700 | workclass_Private | education-numGRP_5_[10,13] | -0.0242 | 0.0242 | -0.0785 | 0.163 |
| 2527 | occupation_Priv-house-serv | education-numGRP_5_[10,13] | -0.0242 | 0.0242 | -0.0371 | 0.163 |
| 1620 | marital-status_Separated | ageGRP_6_[60,INF) | -0.0242 | 0.0242 | -0.0744 | -0.00294 |
| 3478 | race_Black | native-country_Philippines | -0.0241 | 0.0241 | -0.0891 | 0.0123 |
| 2421 | occupation_Other-service | native-country_Jamaica | 0.0241 | 0.0241 | -0.156 | -0.0137 |
| 448 | workclass_Local-gov | race_White | -0.0241 | 0.0241 | 0.0331 | 0.0852 |
| 2210 | occupation_Farming-fishing | education-numGRP_2_[4,6] | 0.0241 | 0.0241 | -0.0519 | -0.0904 |
| 2459 | occupation_Priv-house-serv | occupation_Sales | -0.0241 | 0.0241 | -0.0371 | 0.0237 |
| 2554 | occupation_Prof-specialty | native-country_China | 0.024 | 0.024 | 0.186 | 0.00291 |
| 4454 | native-country_Guatemala | ageGRP_2_[20,30] | 0.0239 | 0.0239 | -0.0201 | -0.213 |
| 3090 | relationship_Other-relative | native-country_South | 0.0239 | 0.0239 | -0.0837 | -0.00474 |
| 34 | CapitalGainPositive | relationship_Other-relative | -0.0239 | 0.0239 | 0.266 | -0.0837 |
| 697 | workclass_Private | education-numGRP_2_[4,6] | 0.0238 | 0.0238 | -0.0785 | -0.0904 |
| 4959 | native-country_Mexico | hours-per-weekGRP_1_[0,20] | -0.0238 | 0.0238 | -0.0629 | -0.128 |
| 5291 | native-country_Vietnam | ageGRP_2_[20,30] | 0.0238 | 0.0238 | -0.0176 | -0.213 |
| 2538 | occupation_Prof-specialty | relationship_Husband | 0.0238 | 0.0238 | 0.186 | 0.401 |
| 2456 | occupation_Other-service | hours-per-weekGRP_5_[60,INF) | -0.0238 | 0.0238 | -0.156 | 0.0541 |
| 2891 | occupation_Transport-moving | ageGRP_5_[50,60] | 0.0237 | 0.0237 | -0.0215 | 0.119 |
| 500 | workclass_Local-gov | education-numGRP_2_[4,6] | -0.0237 | 0.0237 | 0.0331 | -0.0904 |
| 5125 | native-country_Portugal | education-numGRP_2_[4,6] | 0.0237 | 0.0237 | -0.0105 | -0.0904 |
| 3078 | relationship_Other-relative | native-country_Jamaica | 0.0237 | 0.0237 | -0.0837 | -0.0137 |
| 2668 | occupation_Protective-serv | ageGRP_1_[0,20] | -0.0235 | 0.0235 | 0.0281 | -0.159 |
| 377 | workclass_Federal-gov | native-country_Mexico | -0.0234 | 0.0234 | 0.0594 | -0.0629 |
| 3476 | race_Black | native-country_Outlying-US(Guam-USVI-etc) | 0.0234 | 0.0234 | -0.0891 | -0.0117 |
| 3440 | race_Asian-Pac-Islander | hours-per-weekGRP_2_[20,40] | 0.0234 | 0.0234 | 0.0105 | -0.153 |
| 1464 | marital-status_Never-married | occupation_Machine-op-inspct | -0.0234 | 0.0234 | -0.318 | -0.0694 |
| 2076 | occupation_Exec-managerial | race_Other | -0.0234 | 0.0234 | 0.215 | -0.0318 |
| 2442 | occupation_Other-service | ageGRP_3_[30,40] | -0.0233 | 0.0233 | -0.156 | 0.0568 |
| 5156 | native-country_Puerto-Rico | hours-per-weekGRP_2_[20,40] | 0.0233 | 0.0233 | -0.0188 | -0.153 |
| 1624 | marital-status_Separated | education-numGRP_4_[8,10] | 0.0233 | 0.0233 | -0.0744 | -0.176 |
| 2749 | occupation_Sales | education-numGRP_2_[4,6] | -0.0232 | 0.0232 | 0.0237 | -0.0904 |
| 3796 | native-country_? | education-numGRP_1_[1,4] | 0.0232 | 0.0232 | 0.00304 | -0.0835 |
| 5381 | ageGRP_4_[40,50] | hours-per-weekGRP_5_[60,INF) | 0.0231 | 0.0231 | 0.17 | 0.0541 |
| 3301 | relationship_Wife | ageGRP_4_[40,50] | 0.023 | 0.023 | 0.123 | 0.17 |
| 3495 | race_Black | ageGRP_6_[60,INF) | -0.023 | 0.023 | -0.0891 | -0.00294 |
| 5385 | ageGRP_5_[50,60] | education-numGRP_3_[6,8] | -0.0229 | 0.0229 | 0.119 | -0.0975 |
| 3101 | relationship_Other-relative | ageGRP_5_[50,60] | -0.0229 | 0.0229 | -0.0837 | 0.119 |
| 2830 | occupation_Tech-support | hours-per-weekGRP_4_[50,60] | -0.0229 | 0.0229 | 0.0257 | 0.131 |
| 2232 | occupation_Handlers-cleaners | relationship_Unmarried | -0.0229 | 0.0229 | -0.0873 | -0.143 |
| 1438 | marital-status_Married-spouse-absent | ageGRP_1_[0,20] | -0.0229 | 0.0229 | -0.0425 | -0.159 |
| 198 | CapitalLossPositive | education-numGRP_3_[6,8] | -0.0229 | 0.0229 | 0.139 | -0.0975 |
| 993 | workclass_State-gov | hours-per-weekGRP_4_[50,60] | -0.0228 | 0.0228 | 0.0148 | 0.131 |
| 1618 | marital-status_Separated | ageGRP_4_[40,50] | 0.0228 | 0.0228 | -0.0744 | 0.17 |
| 1451 | marital-status_Married-spouse-absent | hours-per-weekGRP_2_[20,40] | 0.0228 | 0.0228 | -0.0425 | -0.153 |
| 2379 | occupation_Other-service | occupation_Priv-house-serv | -0.0227 | 0.0227 | -0.156 | -0.0371 |
| 2901 | occupation_Transport-moving | hours-per-weekGRP_3_[40,50] | 0.0227 | 0.0227 | -0.0215 | 0.172 |
| 955 | workclass_State-gov | native-country_India | 0.0227 | 0.0227 | 0.0148 | 0.0207 |
| 4751 | native-country_Iran | education-numGRP_6_[13,16) | 0.0227 | 0.0227 | 0.0151 | 0.269 |
| 3604 | race_White | native-country_Puerto-Rico | -0.0227 | 0.0227 | 0.0852 | -0.0188 |
| 704 | workclass_Private | hours-per-weekGRP_3_[40,50] | 0.0227 | 0.0227 | -0.0785 | 0.172 |
| 889 | workclass_Self-emp-not-inc | education-numGRP_1_[1,4] | 0.0227 | 0.0227 | 0.03 | -0.0835 |
| 2617 | occupation_Protective-serv | relationship_Unmarried | -0.0226 | 0.0226 | 0.0281 | -0.143 |
| 5079 | native-country_Philippines | hours-per-weekGRP_3_[40,50] | -0.0226 | 0.0226 | 0.0123 | 0.172 |
| 540 | workclass_Never-worked | relationship_Own-child | 0.0226 | 0.0226 | -0.00826 | -0.229 |
| 4950 | native-country_Mexico | ageGRP_4_[40,50] | -0.0225 | 0.0225 | -0.0629 | 0.17 |
| 1870 | occupation_Adm-clerical | native-country_United-States | 0.0225 | 0.0225 | -0.09 | 0.0345 |
| 328 | workclass_Federal-gov | occupation_Farming-fishing | -0.0225 | 0.0225 | 0.0594 | -0.0519 |
| 913 | workclass_State-gov | occupation_Farming-fishing | -0.0225 | 0.0225 | 0.0148 | -0.0519 |
| 2484 | occupation_Priv-house-serv | native-country_England | 0.0224 | 0.0224 | -0.0371 | 0.0114 |
| 781 | workclass_Self-emp-inc | native-country_Taiwan | 0.0224 | 0.0224 | 0.139 | 0.014 |
| 1743 | occupation_? | race_White | -0.0224 | 0.0224 | -0.0786 | 0.0852 |
| 3573 | race_White | native-country_Canada | 0.0224 | 0.0224 | 0.0852 | 0.0116 |
| 2525 | occupation_Priv-house-serv | education-numGRP_3_[6,8] | 0.0223 | 0.0223 | -0.0371 | -0.0975 |
| 3405 | race_Asian-Pac-Islander | native-country_Iran | 0.0223 | 0.0223 | 0.0105 | 0.0151 |
| 510 | workclass_Never-worked | workclass_Private | -0.0222 | 0.0222 | -0.00826 | -0.0785 |
| 121 | CapitalLossPositive | occupation_Adm-clerical | -0.0222 | 0.0222 | 0.139 | -0.09 |
| 499 | workclass_Local-gov | education-numGRP_1_[1,4] | -0.0222 | 0.0222 | 0.0331 | -0.0835 |
| 202 | CapitalLossPositive | hours-per-weekGRP_1_[0,20] | -0.0222 | 0.0222 | 0.139 | -0.128 |
| 4124 | native-country_Dominican-Republic | education-numGRP_2_[4,6] | 0.0222 | 0.0222 | -0.023 | -0.0904 |
| 1441 | marital-status_Married-spouse-absent | ageGRP_4_[40,50] | 0.0222 | 0.0222 | -0.0425 | 0.17 |
| 2441 | occupation_Other-service | ageGRP_2_[20,30] | 0.0221 | 0.0221 | -0.156 | -0.213 |
| 1606 | marital-status_Separated | native-country_Puerto-Rico | 0.0221 | 0.0221 | -0.0744 | -0.0188 |
| 2623 | occupation_Protective-serv | race_White | -0.0221 | 0.0221 | 0.0281 | 0.0852 |
| 247 | workclass_? | race_White | -0.0221 | 0.0221 | -0.0782 | 0.0852 |
| 1992 | occupation_Craft-repair | race_Asian-Pac-Islander | -0.022 | 0.022 | -0.0126 | 0.0105 |
| 174 | CapitalLossPositive | native-country_Mexico | -0.022 | 0.022 | 0.139 | -0.0629 |
| 4228 | native-country_El-Salvador | education-numGRP_5_[10,13] | -0.022 | 0.022 | -0.0208 | 0.163 |
| 1170 | marital-status_Divorced | ageGRP_6_[60,INF) | -0.0219 | 0.0219 | -0.127 | -0.00294 |
| 2909 | relationship_Husband | race_Amer-Indian-Eskimo | -0.0219 | 0.0219 | 0.401 | -0.0287 |
| 2104 | occupation_Exec-managerial | native-country_Japan | 0.0219 | 0.0219 | 0.215 | 0.0149 |
| 2519 | occupation_Priv-house-serv | ageGRP_3_[30,40] | -0.0218 | 0.0218 | -0.0371 | 0.0568 |
| 2254 | occupation_Handlers-cleaners | native-country_Guatemala | 0.0218 | 0.0218 | -0.0873 | -0.0201 |
| 661 | workclass_Private | native-country_Guatemala | 0.0217 | 0.0217 | -0.0785 | -0.0201 |
| 126 | CapitalLossPositive | occupation_Handlers-cleaners | -0.0217 | 0.0217 | 0.139 | -0.0873 |
| 731 | workclass_Self-emp-inc | occupation_Transport-moving | -0.0217 | 0.0217 | 0.139 | -0.0215 |
| 4463 | native-country_Guatemala | education-numGRP_5_[10,13] | -0.0217 | 0.0217 | -0.0201 | 0.163 |
| 2299 | occupation_Handlers-cleaners | hours-per-weekGRP_5_[60,INF) | -0.0217 | 0.0217 | -0.0873 | 0.0541 |
| 2335 | occupation_Machine-op-inspct | native-country_Holand-Netherlands | 0.0216 | 0.0216 | -0.0694 | -0.00312 |
| 2965 | relationship_Husband | education-numGRP_2_[4,6] | -0.0216 | 0.0216 | 0.401 | -0.0904 |
| 197 | CapitalLossPositive | education-numGRP_2_[4,6] | -0.0216 | 0.0216 | 0.139 | -0.0904 |
| 5304 | native-country_Vietnam | hours-per-weekGRP_3_[40,50] | -0.0215 | 0.0215 | -0.0176 | 0.172 |
| 2493 | occupation_Priv-house-serv | native-country_Hungary | 0.0214 | 0.0214 | -0.0371 | -0.00047 |
| 93 | CapitalGainPositive | education-numGRP_1_[1,4] | -0.0214 | 0.0214 | 0.266 | -0.0835 |
| 2691 | occupation_Sales | relationship_Unmarried | -0.0213 | 0.0213 | 0.0237 | -0.143 |
| 3713 | sex_Male | native-country_Jamaica | -0.0212 | 0.0212 | 0.216 | -0.0137 |
| 15 | CapitalGainPositive | marital-status_Separated | -0.0212 | 0.0212 | 0.266 | -0.0744 |
| 3654 | sex_Female | native-country_Jamaica | 0.0212 | 0.0212 | -0.216 | -0.0137 |
| 3109 | relationship_Other-relative | hours-per-weekGRP_1_[0,20] | 0.0212 | 0.0212 | -0.0837 | -0.128 |
| 2470 | occupation_Priv-house-serv | race_Black | 0.0212 | 0.0212 | -0.0371 | -0.0891 |
| 1638 | marital-status_Widowed | occupation_Handlers-cleaners | -0.0212 | 0.0212 | -0.0644 | -0.0873 |
| 143 | CapitalLossPositive | race_Black | -0.0211 | 0.0211 | 0.139 | -0.0891 |
| 1804 | occupation_? | hours-per-weekGRP_5_[60,INF) | -0.0211 | 0.0211 | -0.0786 | 0.0541 |
| 5365 | ageGRP_3_[30,40] | hours-per-weekGRP_2_[20,40] | -0.0211 | 0.0211 | 0.0568 | -0.153 |
| 404 | workclass_Federal-gov | education-numGRP_6_[13,16) | 0.021 | 0.021 | 0.0594 | 0.269 |
| 1792 | occupation_? | ageGRP_5_[50,60] | -0.021 | 0.021 | -0.0786 | 0.119 |
| 477 | workclass_Local-gov | native-country_Mexico | -0.021 | 0.021 | 0.0331 | -0.0629 |
| 308 | workclass_? | hours-per-weekGRP_5_[60,INF) | -0.021 | 0.021 | -0.0782 | 0.0541 |
| 4817 | native-country_Italy | ageGRP_5_[50,60] | 0.021 | 0.021 | 0.0113 | 0.119 |
| 3565 | race_Other | hours-per-weekGRP_2_[20,40] | 0.0209 | 0.0209 | -0.0318 | -0.153 |
| 2428 | occupation_Other-service | native-country_Philippines | 0.0209 | 0.0209 | -0.156 | 0.0123 |
| 933 | workclass_State-gov | race_White | -0.0208 | 0.0208 | 0.0148 | 0.0852 |
| 728 | workclass_Self-emp-inc | occupation_Protective-serv | -0.0208 | 0.0208 | 0.139 | 0.0281 |
| 1173 | marital-status_Divorced | education-numGRP_3_[6,8] | -0.0208 | 0.0208 | -0.127 | -0.0975 |
| 2692 | occupation_Sales | relationship_Wife | -0.0208 | 0.0208 | 0.0237 | 0.123 |
| 4466 | native-country_Guatemala | hours-per-weekGRP_2_[20,40] | 0.0208 | 0.0208 | -0.0201 | -0.153 |
| 2562 | occupation_Prof-specialty | native-country_Germany | 0.0208 | 0.0208 | 0.186 | 0.0122 |
| 3012 | relationship_Not-in-family | native-country_Mexico | -0.0208 | 0.0208 | -0.189 | -0.0629 |
| 2370 | occupation_Machine-op-inspct | education-numGRP_3_[6,8] | 0.0207 | 0.0207 | -0.0694 | -0.0975 |
| 2524 | occupation_Priv-house-serv | education-numGRP_2_[4,6] | 0.0207 | 0.0207 | -0.0371 | -0.0904 |
| 296 | workclass_? | ageGRP_5_[50,60] | -0.0207 | 0.0207 | -0.0782 | 0.119 |
| 286 | workclass_? | native-country_Taiwan | 0.0206 | 0.0206 | -0.0782 | 0.014 |
| 1123 | marital-status_Divorced | native-country_? | -0.0206 | 0.0206 | -0.127 | 0.00304 |
| 444 | workclass_Local-gov | race_Amer-Indian-Eskimo | 0.0206 | 0.0206 | 0.0331 | -0.0287 |
| 1366 | marital-status_Married-spouse-absent | marital-status_Separated | -0.0206 | 0.0206 | -0.0425 | -0.0744 |
| 1782 | occupation_? | native-country_Taiwan | 0.0205 | 0.0205 | -0.0786 | 0.014 |
| 5303 | native-country_Vietnam | hours-per-weekGRP_2_[20,40] | 0.0205 | 0.0205 | -0.0176 | -0.153 |
| 1433 | marital-status_Married-spouse-absent | native-country_Thailand | 0.0205 | 0.0205 | -0.0425 | -0.00408 |
| 3295 | relationship_Wife | native-country_United-States | -0.0205 | 0.0205 | 0.123 | 0.0345 |
| 2912 | relationship_Husband | race_Other | -0.0205 | 0.0205 | 0.401 | -0.0318 |
| 3434 | race_Asian-Pac-Islander | education-numGRP_2_[4,6] | -0.0205 | 0.0205 | 0.0105 | -0.0904 |
| 2980 | relationship_Not-in-family | race_Asian-Pac-Islander | -0.0204 | 0.0204 | -0.189 | 0.0105 |
| 7 | CapitalGainPositive | workclass_Self-emp-not-inc | 0.0204 | 0.0204 | 0.266 | 0.03 |
| 2799 | occupation_Tech-support | native-country_Mexico | -0.0203 | 0.0203 | 0.0257 | -0.0629 |
| 2071 | occupation_Exec-managerial | relationship_Unmarried | -0.0203 | 0.0203 | 0.215 | -0.143 |
| 1612 | marital-status_Separated | native-country_United-States | -0.0203 | 0.0203 | -0.0744 | 0.0345 |
| 5392 | ageGRP_5_[50,60] | hours-per-weekGRP_4_[50,60] | 0.0203 | 0.0203 | 0.119 | 0.131 |
| 2043 | occupation_Craft-repair | ageGRP_4_[40,50] | 0.0203 | 0.0203 | -0.0126 | 0.17 |
| 3025 | relationship_Not-in-family | native-country_United-States | 0.0203 | 0.0203 | -0.189 | 0.0345 |
| 1391 | marital-status_Married-spouse-absent | race_Black | 0.0203 | 0.0203 | -0.0425 | -0.0891 |
| 2307 | occupation_Machine-op-inspct | relationship_Husband | 0.0203 | 0.0203 | -0.0694 | 0.401 |
| 4951 | native-country_Mexico | ageGRP_5_[50,60] | -0.0203 | 0.0203 | -0.0629 | 0.119 |
| 1367 | marital-status_Married-spouse-absent | marital-status_Widowed | -0.0202 | 0.0202 | -0.0425 | -0.0644 |
| 2826 | occupation_Tech-support | education-numGRP_6_[13,16) | -0.0202 | 0.0202 | 0.0257 | 0.269 |
| 3303 | relationship_Wife | ageGRP_6_[60,INF) | -0.0202 | 0.0202 | 0.123 | -0.00294 |
| 2030 | occupation_Craft-repair | native-country_Portugal | 0.0202 | 0.0202 | -0.0126 | -0.0105 |
| 1328 | marital-status_Married-civ-spouse | native-country_Italy | 0.0201 | 0.0201 | 0.445 | 0.0113 |
| 2675 | occupation_Protective-serv | education-numGRP_2_[4,6] | -0.0201 | 0.0201 | 0.0281 | -0.0904 |
| 1319 | marital-status_Married-civ-spouse | native-country_Guatemala | -0.0201 | 0.0201 | 0.445 | -0.0201 |
| 1325 | marital-status_Married-civ-spouse | native-country_India | 0.02 | 0.02 | 0.445 | 0.0207 |
| 5413 | education-numGRP_1_[1,4] | hours-per-weekGRP_4_[50,60] | -0.02 | 0.02 | -0.0835 | 0.131 |
| 2761 | occupation_Tech-support | relationship_Not-in-family | 0.02 | 0.02 | 0.0257 | -0.189 |
| 5284 | native-country_United-States | hours-per-weekGRP_1_[0,20] | 0.02 | 0.02 | 0.0345 | -0.128 |
| 5354 | ageGRP_2_[20,30] | hours-per-weekGRP_5_[60,INF) | -0.02 | 0.02 | -0.213 | 0.0541 |
| 145 | CapitalLossPositive | race_White | 0.02 | 0.02 | 0.139 | 0.0852 |
| 1309 | marital-status_Married-civ-spouse | native-country_China | 0.0199 | 0.0199 | 0.445 | 0.00291 |
| 990 | workclass_State-gov | hours-per-weekGRP_1_[0,20] | 0.0199 | 0.0199 | 0.0148 | -0.128 |
| 935 | workclass_State-gov | sex_Male | -0.0199 | 0.0199 | 0.0148 | 0.216 |
| 934 | workclass_State-gov | sex_Female | 0.0199 | 0.0199 | 0.0148 | -0.216 |
| 3450 | race_Black | native-country_Canada | -0.0199 | 0.0199 | -0.0891 | 0.0116 |
| 194 | CapitalLossPositive | ageGRP_5_[50,60] | 0.0199 | 0.0199 | 0.139 | 0.119 |
| 2092 | occupation_Exec-managerial | native-country_Greece | 0.0199 | 0.0199 | 0.215 | 0.00245 |
| 1655 | marital-status_Widowed | race_Black | 0.0198 | 0.0198 | -0.0644 | -0.0891 |
| 4127 | native-country_Dominican-Republic | education-numGRP_5_[10,13] | -0.0198 | 0.0198 | -0.023 | 0.163 |
| 2803 | occupation_Tech-support | native-country_Philippines | 0.0198 | 0.0198 | 0.0257 | 0.0123 |
| 5277 | native-country_United-States | ageGRP_6_[60,INF) | 0.0198 | 0.0198 | 0.0345 | -0.00294 |
| 445 | workclass_Local-gov | race_Asian-Pac-Islander | -0.0198 | 0.0198 | 0.0331 | 0.0105 |
| 3118 | relationship_Own-child | race_Black | 0.0198 | 0.0198 | -0.229 | -0.0891 |
| 2935 | relationship_Husband | native-country_India | 0.0198 | 0.0198 | 0.401 | 0.0207 |
| 2056 | occupation_Craft-repair | hours-per-weekGRP_5_[60,INF) | -0.0198 | 0.0198 | -0.0126 | 0.0541 |
| 2735 | occupation_Sales | native-country_South | 0.0197 | 0.0197 | 0.0237 | -0.00474 |
| 822 | workclass_Self-emp-not-inc | occupation_Priv-house-serv | -0.0197 | 0.0197 | 0.03 | -0.0371 |
| 939 | workclass_State-gov | native-country_China | 0.0197 | 0.0197 | 0.0148 | 0.00291 |
| 2285 | occupation_Handlers-cleaners | ageGRP_3_[30,40] | -0.0197 | 0.0197 | -0.0873 | 0.0568 |
| 4991 | native-country_Nicaragua | hours-per-weekGRP_2_[20,40] | 0.0197 | 0.0197 | -0.0138 | -0.153 |
| 3373 | race_Amer-Indian-Eskimo | education-numGRP_5_[10,13] | -0.0196 | 0.0196 | -0.0287 | 0.163 |
| 1646 | marital-status_Widowed | occupation_Transport-moving | -0.0196 | 0.0196 | -0.0644 | -0.0215 |
| 1871 | occupation_Adm-clerical | native-country_Vietnam | 0.0196 | 0.0196 | -0.09 | -0.0176 |
| 3593 | race_White | native-country_Italy | 0.0196 | 0.0196 | 0.0852 | 0.0113 |
| 316 | workclass_Federal-gov | marital-status_Divorced | 0.0196 | 0.0196 | 0.0594 | -0.127 |
| 3306 | relationship_Wife | education-numGRP_3_[6,8] | -0.0195 | 0.0195 | 0.123 | -0.0975 |
| 2680 | occupation_Protective-serv | hours-per-weekGRP_1_[0,20] | -0.0195 | 0.0195 | 0.0281 | -0.128 |
| 4462 | native-country_Guatemala | education-numGRP_4_[8,10] | -0.0195 | 0.0195 | -0.0201 | -0.176 |
| 2353 | occupation_Machine-op-inspct | native-country_Puerto-Rico | 0.0195 | 0.0195 | -0.0694 | -0.0188 |
| 1616 | marital-status_Separated | ageGRP_2_[20,30] | -0.0194 | 0.0194 | -0.0744 | -0.213 |
| 2922 | relationship_Husband | native-country_Dominican-Republic | -0.0194 | 0.0194 | 0.401 | -0.023 |
| 2551 | occupation_Prof-specialty | native-country_? | 0.0194 | 0.0194 | 0.186 | 0.00304 |
| 1084 | workclass_Without-pay | hours-per-weekGRP_1_[0,20] | 0.0194 | 0.0194 | -0.0117 | -0.128 |
| 2676 | occupation_Protective-serv | education-numGRP_3_[6,8] | -0.0193 | 0.0193 | 0.0281 | -0.0975 |
| 3427 | race_Asian-Pac-Islander | ageGRP_1_[0,20] | -0.0193 | 0.0193 | 0.0105 | -0.159 |
| 1452 | marital-status_Married-spouse-absent | hours-per-weekGRP_3_[40,50] | -0.0192 | 0.0192 | -0.0425 | 0.172 |
| 1713 | marital-status_Widowed | education-numGRP_6_[13,16) | -0.0192 | 0.0192 | -0.0644 | 0.269 |
| 2280 | occupation_Handlers-cleaners | native-country_United-States | -0.0192 | 0.0192 | -0.0873 | 0.0345 |
| 2072 | occupation_Exec-managerial | relationship_Wife | 0.0192 | 0.0192 | 0.215 | 0.123 |
| 3774 | native-country_? | native-country_Mexico | -0.0192 | 0.0192 | 0.00304 | -0.0629 |
| 2324 | occupation_Machine-op-inspct | native-country_Columbia | 0.0192 | 0.0192 | -0.0694 | -0.0206 |
| 3281 | relationship_Wife | native-country_Laos | 0.0191 | 0.0191 | 0.123 | -0.00713 |
| 867 | workclass_Self-emp-not-inc | native-country_Mexico | -0.0191 | 0.0191 | 0.03 | -0.0629 |
| 2054 | occupation_Craft-repair | hours-per-weekGRP_3_[40,50] | 0.0191 | 0.0191 | -0.0126 | 0.172 |
| 1554 | marital-status_Separated | occupation_Priv-house-serv | 0.0191 | 0.0191 | -0.0744 | -0.0371 |
| 1878 | occupation_Adm-clerical | ageGRP_6_[60,INF) | -0.019 | 0.019 | -0.09 | -0.00294 |
| 1649 | marital-status_Widowed | relationship_Other-relative | 0.0189 | 0.0189 | -0.0644 | -0.0837 |
| 2046 | occupation_Craft-repair | education-numGRP_1_[1,4] | 0.0189 | 0.0189 | -0.0126 | -0.0835 |
| 3557 | race_Other | ageGRP_6_[60,INF) | -0.0189 | 0.0189 | -0.0318 | -0.00294 |
| 921 | workclass_State-gov | occupation_Tech-support | 0.0189 | 0.0189 | 0.0148 | 0.0257 |
| 1142 | marital-status_Divorced | native-country_India | -0.0188 | 0.0188 | -0.127 | 0.0207 |
| 1525 | marital-status_Never-married | native-country_Vietnam | 0.0188 | 0.0188 | -0.318 | -0.0176 |
| 2528 | occupation_Priv-house-serv | education-numGRP_6_[13,16) | -0.0188 | 0.0188 | -0.0371 | 0.269 |
| 3106 | relationship_Other-relative | education-numGRP_4_[8,10] | 0.0187 | 0.0187 | -0.0837 | -0.176 |
| 4069 | native-country_Cuba | ageGRP_5_[50,60] | 0.0187 | 0.0187 | 0.00283 | 0.119 |
| 5127 | native-country_Portugal | education-numGRP_4_[8,10] | -0.0187 | 0.0187 | -0.0105 | -0.176 |
| 103 | CapitalGainPositive | hours-per-weekGRP_5_[60,INF) | 0.0187 | 0.0187 | 0.266 | 0.0541 |
| 1904 | occupation_Armed-Forces | relationship_Other-relative | 0.0187 | 0.0187 | -0.00504 | -0.0837 |
| 3613 | race_White | ageGRP_1_[0,20] | 0.0187 | 0.0187 | 0.0852 | -0.159 |
| 2204 | occupation_Farming-fishing | ageGRP_2_[20,30] | -0.0186 | 0.0186 | -0.0519 | -0.213 |
| 1184 | marital-status_Married-AF-spouse | marital-status_Never-married | -0.0186 | 0.0186 | 0.0121 | -0.318 |
| 2839 | occupation_Transport-moving | race_Asian-Pac-Islander | -0.0186 | 0.0186 | -0.0215 | 0.0105 |
| 337 | workclass_Federal-gov | occupation_Transport-moving | -0.0186 | 0.0186 | 0.0594 | -0.0215 |
| 5157 | native-country_Puerto-Rico | hours-per-weekGRP_3_[40,50] | -0.0186 | 0.0186 | -0.0188 | 0.172 |
| 1488 | marital-status_Never-married | native-country_China | -0.0186 | 0.0186 | -0.318 | 0.00291 |
| 3518 | race_Other | native-country_El-Salvador | 0.0185 | 0.0185 | -0.0318 | -0.0208 |
| 2683 | occupation_Protective-serv | hours-per-weekGRP_4_[50,60] | 0.0185 | 0.0185 | 0.0281 | 0.131 |
| 4376 | native-country_Germany | hours-per-weekGRP_3_[40,50] | 0.0185 | 0.0185 | 0.0122 | 0.172 |
| 2398 | occupation_Other-service | native-country_? | 0.0184 | 0.0184 | -0.156 | 0.00304 |
| 2682 | occupation_Protective-serv | hours-per-weekGRP_3_[40,50] | -0.0184 | 0.0184 | 0.0281 | 0.172 |
| 641 | workclass_Private | race_Amer-Indian-Eskimo | -0.0184 | 0.0184 | -0.0785 | -0.0287 |
| 1642 | marital-status_Widowed | occupation_Prof-specialty | -0.0184 | 0.0184 | -0.0644 | 0.186 |
| 931 | workclass_State-gov | race_Black | 0.0184 | 0.0184 | 0.0148 | -0.0891 |
| 344 | workclass_Federal-gov | race_Amer-Indian-Eskimo | 0.0184 | 0.0184 | 0.0594 | -0.0287 |
| 2363 | occupation_Machine-op-inspct | ageGRP_2_[20,30] | 0.0183 | 0.0183 | -0.0694 | -0.213 |
| 2088 | occupation_Exec-managerial | native-country_El-Salvador | -0.0183 | 0.0183 | 0.215 | -0.0208 |
| 5213 | native-country_Taiwan | ageGRP_2_[20,30] | 0.0183 | 0.0183 | 0.014 | -0.213 |
| 3908 | native-country_Canada | ageGRP_6_[60,INF) | 0.0183 | 0.0183 | 0.0116 | -0.00294 |
| 806 | workclass_Self-emp-not-inc | marital-status_Divorced | -0.0182 | 0.0182 | 0.03 | -0.127 |
| 2376 | occupation_Machine-op-inspct | hours-per-weekGRP_3_[40,50] | -0.0182 | 0.0182 | -0.0694 | 0.172 |
| 1630 | marital-status_Separated | hours-per-weekGRP_4_[50,60] | -0.0182 | 0.0182 | -0.0744 | 0.131 |
| 3617 | race_White | ageGRP_5_[50,60] | 0.0182 | 0.0182 | 0.0852 | 0.119 |
| 853 | workclass_Self-emp-not-inc | native-country_Greece | 0.0182 | 0.0182 | 0.03 | 0.00245 |
| 110 | CapitalLossPositive | workclass_Self-emp-not-inc | 0.0182 | 0.0182 | 0.139 | 0.03 |
| 3374 | race_Amer-Indian-Eskimo | education-numGRP_6_[13,16) | -0.0182 | 0.0182 | -0.0287 | 0.269 |
| 1107 | marital-status_Divorced | occupation_Sales | -0.0182 | 0.0182 | -0.127 | 0.0237 |
| 4822 | native-country_Italy | education-numGRP_4_[8,10] | -0.0181 | 0.0181 | 0.0113 | -0.176 |
| 3206 | relationship_Unmarried | native-country_Honduras | 0.0181 | 0.0181 | -0.143 | -0.00766 |
| 3290 | relationship_Wife | native-country_Scotland | 0.0181 | 0.0181 | 0.123 | 0.00041 |
| 1549 | marital-status_Separated | occupation_Exec-managerial | -0.0181 | 0.0181 | -0.0744 | 0.215 |
| 3056 | relationship_Other-relative | native-country_Cambodia | 0.0181 | 0.0181 | -0.0837 | 0.00721 |
| 3800 | native-country_? | education-numGRP_5_[10,13] | 0.0181 | 0.0181 | 0.00304 | 0.163 |
| 5206 | native-country_South | hours-per-weekGRP_5_[60,INF) | 0.018 | 0.018 | -0.00474 | 0.0541 |
| 2235 | occupation_Handlers-cleaners | race_Asian-Pac-Islander | -0.018 | 0.018 | -0.0873 | 0.0105 |
| 1285 | marital-status_Married-civ-spouse | occupation_Machine-op-inspct | 0.018 | 0.018 | 0.445 | -0.0694 |
| 750 | workclass_Self-emp-inc | native-country_Cuba | 0.018 | 0.018 | 0.139 | 0.00283 |
| 3360 | race_Amer-Indian-Eskimo | native-country_United-States | 0.018 | 0.018 | -0.0287 | 0.0345 |
| 4372 | native-country_Germany | education-numGRP_5_[10,13] | 0.018 | 0.018 | 0.0122 | 0.163 |
| 427 | workclass_Local-gov | occupation_Exec-managerial | -0.0179 | 0.0179 | 0.0331 | 0.215 |
| 113 | CapitalLossPositive | marital-status_Divorced | -0.0179 | 0.0179 | 0.139 | -0.127 |
| 24 | CapitalGainPositive | occupation_Machine-op-inspct | -0.0179 | 0.0179 | 0.266 | -0.0694 |
| 4861 | native-country_Jamaica | hours-per-weekGRP_2_[20,40] | 0.0179 | 0.0179 | -0.0137 | -0.153 |
| 3120 | relationship_Own-child | race_White | -0.0179 | 0.0179 | -0.229 | 0.0852 |
| 2401 | occupation_Other-service | native-country_China | 0.0179 | 0.0179 | -0.156 | 0.00291 |
| 5154 | native-country_Puerto-Rico | education-numGRP_6_[13,16) | -0.0179 | 0.0179 | -0.0188 | 0.269 |
| 3007 | relationship_Not-in-family | native-country_Ireland | 0.0179 | 0.0179 | -0.189 | -0.00206 |
| 136 | CapitalLossPositive | relationship_Not-in-family | -0.0179 | 0.0179 | 0.139 | -0.189 |
| 1118 | marital-status_Divorced | race_Black | 0.0178 | 0.0178 | -0.127 | -0.0891 |
| 3315 | race_Amer-Indian-Eskimo | race_Asian-Pac-Islander | -0.0178 | 0.0178 | -0.0287 | 0.0105 |
| 4749 | native-country_Iran | education-numGRP_4_[8,10] | -0.0178 | 0.0178 | 0.0151 | -0.176 |
| 206 | CapitalLossPositive | hours-per-weekGRP_5_[60,INF) | 0.0178 | 0.0178 | 0.139 | 0.0541 |
| 1373 | marital-status_Married-spouse-absent | occupation_Farming-fishing | 0.0178 | 0.0178 | -0.0425 | -0.0519 |
| 861 | workclass_Self-emp-not-inc | native-country_Iran | 0.0178 | 0.0178 | 0.03 | 0.0151 |
| 3372 | race_Amer-Indian-Eskimo | education-numGRP_4_[8,10] | 0.0178 | 0.0178 | -0.0287 | -0.176 |
| 830 | workclass_Self-emp-not-inc | relationship_Other-relative | -0.0178 | 0.0178 | 0.03 | -0.0837 |
| 432 | workclass_Local-gov | occupation_Priv-house-serv | -0.0178 | 0.0178 | 0.0331 | -0.0371 |
| 2512 | occupation_Priv-house-serv | native-country_Thailand | 0.0178 | 0.0178 | -0.0371 | -0.00408 |
| 644 | workclass_Private | race_Other | 0.0177 | 0.0177 | -0.0785 | -0.0318 |
| 3123 | relationship_Own-child | native-country_? | -0.0177 | 0.0177 | -0.229 | 0.00304 |
| 811 | workclass_Self-emp-not-inc | marital-status_Separated | -0.0177 | 0.0177 | 0.03 | -0.0744 |
| 2665 | occupation_Protective-serv | native-country_United-States | 0.0177 | 0.0177 | 0.0281 | 0.0345 |
| 3229 | relationship_Unmarried | native-country_United-States | -0.0177 | 0.0177 | -0.143 | 0.0345 |
| 863 | workclass_Self-emp-not-inc | native-country_Italy | 0.0177 | 0.0177 | 0.03 | 0.0113 |
| 793 | workclass_Self-emp-inc | education-numGRP_1_[1,4] | -0.0177 | 0.0177 | 0.139 | -0.0835 |
| 3021 | relationship_Not-in-family | native-country_South | -0.0176 | 0.0176 | -0.189 | -0.00474 |
| 120 | CapitalLossPositive | occupation_? | -0.0176 | 0.0176 | 0.139 | -0.0786 |
| 3273 | relationship_Wife | native-country_Hong | 0.0176 | 0.0176 | 0.123 | 0.00343 |
| 4130 | native-country_Dominican-Republic | hours-per-weekGRP_2_[20,40] | 0.0176 | 0.0176 | -0.023 | -0.153 |
| 1466 | marital-status_Never-married | occupation_Priv-house-serv | 0.0176 | 0.0176 | -0.318 | -0.0371 |
| 3428 | race_Asian-Pac-Islander | ageGRP_2_[20,30] | 0.0176 | 0.0176 | 0.0105 | -0.213 |
| 720 | workclass_Self-emp-inc | occupation_Craft-repair | -0.0175 | 0.0175 | 0.139 | -0.0126 |
| 2745 | occupation_Sales | ageGRP_4_[40,50] | -0.0175 | 0.0175 | 0.0237 | 0.17 |
| 1372 | marital-status_Married-spouse-absent | occupation_Exec-managerial | -0.0175 | 0.0175 | -0.0425 | 0.215 |
| 1493 | marital-status_Never-married | native-country_El-Salvador | 0.0175 | 0.0175 | -0.318 | -0.0208 |
| 104 | CapitalLossPositive | workclass_? | -0.0175 | 0.0175 | 0.139 | -0.0782 |
| 1060 | workclass_Without-pay | native-country_Philippines | 0.0174 | 0.0174 | -0.0117 | 0.0123 |
| 4231 | native-country_El-Salvador | hours-per-weekGRP_2_[20,40] | 0.0174 | 0.0174 | -0.0208 | -0.153 |
| 1404 | marital-status_Married-spouse-absent | native-country_El-Salvador | 0.0174 | 0.0174 | -0.0425 | -0.0208 |
| 106 | CapitalLossPositive | workclass_Local-gov | 0.0174 | 0.0174 | 0.139 | 0.0331 |
| 3072 | relationship_Other-relative | native-country_Hong | 0.0174 | 0.0174 | -0.0837 | 0.00343 |
| 3792 | native-country_? | ageGRP_3_[30,40] | 0.0174 | 0.0174 | 0.00304 | 0.0568 |
| 1908 | occupation_Armed-Forces | race_Amer-Indian-Eskimo | 0.0174 | 0.0174 | -0.00504 | -0.0287 |
| 4460 | native-country_Guatemala | education-numGRP_2_[4,6] | 0.0174 | 0.0174 | -0.0201 | -0.0904 |
| 2301 | occupation_Machine-op-inspct | occupation_Priv-house-serv | -0.0174 | 0.0174 | -0.0694 | -0.0371 |
| 1153 | marital-status_Divorced | native-country_Philippines | -0.0173 | 0.0173 | -0.127 | 0.0123 |
| 3113 | relationship_Other-relative | hours-per-weekGRP_5_[60,INF) | -0.0173 | 0.0173 | -0.0837 | 0.0541 |
| 1602 | marital-status_Separated | native-country_Peru | 0.0173 | 0.0173 | -0.0744 | -0.0127 |
| 1741 | occupation_? | race_Black | 0.0172 | 0.0172 | -0.0786 | -0.0891 |
| 2161 | occupation_Farming-fishing | native-country_? | -0.0172 | 0.0172 | -0.0519 | 0.00304 |
| 683 | workclass_Private | native-country_South | -0.0172 | 0.0172 | -0.0785 | -0.00474 |
| 4750 | native-country_Iran | education-numGRP_5_[10,13] | 0.0172 | 0.0172 | 0.0151 | 0.163 |
| 1447 | marital-status_Married-spouse-absent | education-numGRP_4_[8,10] | -0.0172 | 0.0172 | -0.0425 | -0.176 |
| 3435 | race_Asian-Pac-Islander | education-numGRP_3_[6,8] | -0.0172 | 0.0172 | 0.0105 | -0.0975 |
| 3041 | relationship_Not-in-family | hours-per-weekGRP_2_[20,40] | 0.0172 | 0.0172 | -0.189 | -0.153 |
| 599 | workclass_Never-worked | education-numGRP_2_[4,6] | 0.0172 | 0.0172 | -0.00826 | -0.0904 |
| 823 | workclass_Self-emp-not-inc | occupation_Prof-specialty | 0.0172 | 0.0172 | 0.03 | 0.186 |
| 1175 | marital-status_Divorced | education-numGRP_5_[10,13] | -0.0172 | 0.0172 | -0.127 | 0.163 |
| 2310 | occupation_Machine-op-inspct | relationship_Own-child | -0.0171 | 0.0171 | -0.0694 | -0.229 |
| 2472 | occupation_Priv-house-serv | race_White | -0.0171 | 0.0171 | -0.0371 | 0.0852 |
| 1577 | marital-status_Separated | native-country_Columbia | 0.0171 | 0.0171 | -0.0744 | -0.0206 |
| 1299 | marital-status_Married-civ-spouse | race_Amer-Indian-Eskimo | -0.0171 | 0.0171 | 0.445 | -0.0287 |
| 782 | workclass_Self-emp-inc | native-country_Thailand | 0.0171 | 0.0171 | 0.139 | -0.00408 |
| 1885 | occupation_Adm-clerical | hours-per-weekGRP_1_[0,20] | 0.0171 | 0.0171 | -0.09 | -0.128 |
| 5431 | education-numGRP_3_[6,8] | hours-per-weekGRP_5_[60,INF) | -0.017 | 0.017 | -0.0975 | 0.0541 |
| 771 | workclass_Self-emp-inc | native-country_Mexico | -0.017 | 0.017 | 0.139 | -0.0629 |
| 4125 | native-country_Dominican-Republic | education-numGRP_3_[6,8] | 0.017 | 0.017 | -0.023 | -0.0975 |
| 4814 | native-country_Italy | ageGRP_2_[20,30] | -0.0169 | 0.0169 | 0.0113 | -0.213 |
| 926 | workclass_State-gov | relationship_Own-child | -0.0169 | 0.0169 | 0.0148 | -0.229 |
| 988 | workclass_State-gov | education-numGRP_5_[10,13] | 0.0169 | 0.0169 | 0.0148 | 0.163 |
| 794 | workclass_Self-emp-inc | education-numGRP_2_[4,6] | -0.0169 | 0.0169 | 0.139 | -0.0904 |
| 2929 | relationship_Husband | native-country_Guatemala | -0.0169 | 0.0169 | 0.401 | -0.0201 |
| 137 | CapitalLossPositive | relationship_Other-relative | -0.0168 | 0.0168 | 0.139 | -0.0837 |
| 671 | workclass_Private | native-country_Jamaica | 0.0168 | 0.0168 | -0.0785 | -0.0137 |
| 5386 | ageGRP_5_[50,60] | education-numGRP_4_[8,10] | -0.0168 | 0.0168 | 0.119 | -0.176 |
| 3456 | race_Black | native-country_El-Salvador | -0.0168 | 0.0168 | -0.0891 | -0.0208 |
| 2560 | occupation_Prof-specialty | native-country_England | 0.0168 | 0.0168 | 0.186 | 0.0114 |
| 3016 | relationship_Not-in-family | native-country_Philippines | -0.0168 | 0.0168 | -0.189 | 0.0123 |
| 4921 | native-country_Laos | education-numGRP_1_[1,4] | 0.0168 | 0.0168 | -0.00713 | -0.0835 |
| 2093 | occupation_Exec-managerial | native-country_Guatemala | -0.0168 | 0.0168 | 0.215 | -0.0201 |
| 4742 | native-country_Iran | ageGRP_3_[30,40] | 0.0168 | 0.0168 | 0.0151 | 0.0568 |
| 1636 | marital-status_Widowed | occupation_Exec-managerial | -0.0168 | 0.0168 | -0.0644 | 0.215 |
| 3637 | sex_Female | native-country_Dominican-Republic | 0.0167 | 0.0167 | -0.216 | -0.023 |
| 3696 | sex_Male | native-country_Dominican-Republic | -0.0167 | 0.0167 | 0.216 | -0.023 |
| 245 | workclass_? | race_Black | 0.0167 | 0.0167 | -0.0782 | -0.0891 |
| 3599 | race_White | native-country_Outlying-US(Guam-USVI-etc) | -0.0166 | 0.0166 | 0.0852 | -0.0117 |
| 1258 | marital-status_Married-AF-spouse | ageGRP_2_[20,30] | 0.0166 | 0.0166 | 0.0121 | -0.213 |
| 3381 | race_Asian-Pac-Islander | race_Other | -0.0166 | 0.0166 | 0.0105 | -0.0318 |
| 1727 | occupation_? | occupation_Priv-house-serv | -0.0166 | 0.0166 | -0.0786 | -0.0371 |
| 722 | workclass_Self-emp-inc | occupation_Farming-fishing | 0.0166 | 0.0166 | 0.139 | -0.0519 |
| 2571 | occupation_Prof-specialty | native-country_Iran | 0.0166 | 0.0166 | 0.186 | 0.0151 |
| 231 | workclass_? | occupation_Priv-house-serv | -0.0166 | 0.0166 | -0.0782 | -0.0371 |
| 3560 | race_Other | education-numGRP_3_[6,8] | 0.0166 | 0.0166 | -0.0318 | -0.0975 |
| 656 | workclass_Private | native-country_El-Salvador | 0.0166 | 0.0166 | -0.0785 | -0.0208 |
| 1555 | marital-status_Separated | occupation_Prof-specialty | -0.0165 | 0.0165 | -0.0744 | 0.186 |
| 1507 | marital-status_Never-married | native-country_Italy | -0.0165 | 0.0165 | -0.318 | 0.0113 |
| 639 | workclass_Private | relationship_Unmarried | 0.0165 | 0.0165 | -0.0785 | -0.143 |
| 5438 | education-numGRP_4_[8,10] | hours-per-weekGRP_5_[60,INF) | -0.0165 | 0.0165 | -0.176 | 0.0541 |
| 2932 | relationship_Husband | native-country_Honduras | -0.0165 | 0.0165 | 0.401 | -0.00766 |
| 922 | workclass_State-gov | occupation_Transport-moving | -0.0165 | 0.0165 | 0.0148 | -0.0215 |
| 3035 | relationship_Not-in-family | education-numGRP_2_[4,6] | -0.0164 | 0.0164 | -0.189 | -0.0904 |
| 2938 | relationship_Husband | native-country_Italy | 0.0164 | 0.0164 | 0.401 | 0.0113 |
| 1877 | occupation_Adm-clerical | ageGRP_5_[50,60] | -0.0164 | 0.0164 | -0.09 | 0.119 |
| 1131 | marital-status_Divorced | native-country_El-Salvador | -0.0164 | 0.0164 | -0.127 | -0.0208 |
| 1329 | marital-status_Married-civ-spouse | native-country_Jamaica | -0.0164 | 0.0164 | 0.445 | -0.0137 |
| 2751 | occupation_Sales | education-numGRP_4_[8,10] | 0.0163 | 0.0163 | 0.0237 | -0.176 |
| 3042 | relationship_Not-in-family | hours-per-weekGRP_3_[40,50] | 0.0163 | 0.0163 | -0.189 | 0.172 |
| 4126 | native-country_Dominican-Republic | education-numGRP_4_[8,10] | -0.0163 | 0.0163 | -0.023 | -0.176 |
| 1508 | marital-status_Never-married | native-country_Jamaica | 0.0163 | 0.0163 | -0.318 | -0.0137 |
| 436 | workclass_Local-gov | occupation_Tech-support | -0.0163 | 0.0163 | 0.0331 | 0.0257 |
| 4537 | native-country_Holand-Netherlands | native-country_United-States | -0.0163 | 0.0163 | -0.00312 | 0.0345 |
| 2542 | occupation_Prof-specialty | relationship_Unmarried | -0.0162 | 0.0162 | 0.186 | -0.143 |
| 140 | CapitalLossPositive | relationship_Wife | 0.0162 | 0.0162 | 0.139 | 0.123 |
| 654 | workclass_Private | native-country_Dominican-Republic | 0.0162 | 0.0162 | -0.0785 | -0.023 |
| 3483 | race_Black | native-country_South | -0.0162 | 0.0162 | -0.0891 | -0.00474 |
| 1116 | marital-status_Divorced | race_Amer-Indian-Eskimo | 0.0162 | 0.0162 | -0.127 | -0.0287 |
| 422 | workclass_Local-gov | marital-status_Widowed | 0.0162 | 0.0162 | 0.0331 | -0.0644 |
| 1861 | occupation_Adm-clerical | native-country_Philippines | 0.0161 | 0.0161 | -0.09 | 0.0123 |
| 684 | workclass_Private | native-country_Taiwan | -0.0161 | 0.0161 | -0.0785 | 0.014 |
| 1599 | marital-status_Separated | native-country_Mexico | 0.0161 | 0.0161 | -0.0744 | -0.0629 |
| 5023 | native-country_Outlying-US(Guam-USVI-etc) | hours-per-weekGRP_4_[50,60] | 0.0161 | 0.0161 | -0.0117 | 0.131 |
| 1022 | workclass_Without-pay | relationship_Wife | 0.0161 | 0.0161 | -0.0117 | 0.123 |
| 1627 | marital-status_Separated | hours-per-weekGRP_1_[0,20] | -0.0161 | 0.0161 | -0.0744 | -0.128 |
| 2772 | occupation_Tech-support | sex_Male | -0.0161 | 0.0161 | 0.0257 | 0.216 |
| 2771 | occupation_Tech-support | sex_Female | 0.0161 | 0.0161 | 0.0257 | -0.216 |
| 3790 | native-country_? | ageGRP_1_[0,20] | -0.0161 | 0.0161 | 0.00304 | -0.159 |
| 1875 | occupation_Adm-clerical | ageGRP_3_[30,40] | -0.016 | 0.016 | -0.09 | 0.0568 |
| 4118 | native-country_Dominican-Republic | ageGRP_2_[20,30] | 0.016 | 0.016 | -0.023 | -0.213 |
| 1490 | marital-status_Never-married | native-country_Cuba | -0.016 | 0.016 | -0.318 | 0.00283 |
| 3579 | race_White | native-country_El-Salvador | 0.016 | 0.016 | 0.0852 | -0.0208 |
| 2155 | occupation_Farming-fishing | race_Asian-Pac-Islander | -0.016 | 0.016 | -0.0519 | 0.0105 |
| 1958 | occupation_Armed-Forces | ageGRP_2_[20,30] | 0.016 | 0.016 | -0.00504 | -0.213 |
| 2875 | occupation_Transport-moving | native-country_Philippines | -0.0159 | 0.0159 | -0.0215 | 0.0123 |
| 424 | workclass_Local-gov | occupation_Adm-clerical | 0.0159 | 0.0159 | 0.0331 | -0.09 |
| 1176 | marital-status_Divorced | education-numGRP_6_[13,16) | -0.0159 | 0.0159 | -0.127 | 0.269 |
| 317 | workclass_Federal-gov | marital-status_Married-AF-spouse | 0.0159 | 0.0159 | 0.0594 | 0.0121 |
| 3194 | relationship_Unmarried | native-country_Columbia | 0.0159 | 0.0159 | -0.143 | -0.0206 |
| 1318 | marital-status_Married-civ-spouse | native-country_Greece | 0.0158 | 0.0158 | 0.445 | 0.00245 |
| 3664 | sex_Female | native-country_Puerto-Rico | 0.0158 | 0.0158 | -0.216 | -0.0188 |
| 3723 | sex_Male | native-country_Puerto-Rico | -0.0158 | 0.0158 | 0.216 | -0.0188 |
| 2238 | occupation_Handlers-cleaners | race_White | -0.0158 | 0.0158 | -0.0873 | 0.0852 |
| 972 | workclass_State-gov | native-country_Taiwan | 0.0158 | 0.0158 | 0.0148 | 0.014 |
| 5378 | ageGRP_4_[40,50] | hours-per-weekGRP_2_[20,40] | -0.0157 | 0.0157 | 0.17 | -0.153 |
| 329 | workclass_Federal-gov | occupation_Handlers-cleaners | -0.0157 | 0.0157 | 0.0594 | -0.0873 |
| 3602 | race_White | native-country_Poland | 0.0157 | 0.0157 | 0.0852 | -0.0041 |
| 252 | workclass_? | native-country_Canada | 0.0157 | 0.0157 | -0.0782 | 0.0116 |
| 925 | workclass_State-gov | relationship_Other-relative | -0.0157 | 0.0157 | 0.0148 | -0.0837 |
| 1213 | marital-status_Married-AF-spouse | sex_Female | 0.0157 | 0.0157 | 0.0121 | -0.216 |
| 1214 | marital-status_Married-AF-spouse | sex_Male | -0.0157 | 0.0157 | 0.0121 | 0.216 |
| 118 | CapitalLossPositive | marital-status_Separated | -0.0157 | 0.0157 | 0.139 | -0.0744 |
| 4962 | native-country_Mexico | hours-per-weekGRP_4_[50,60] | -0.0157 | 0.0157 | -0.0629 | 0.131 |
| 2044 | occupation_Craft-repair | ageGRP_5_[50,60] | 0.0157 | 0.0157 | -0.0126 | 0.119 |
| 3451 | race_Black | native-country_China | -0.0157 | 0.0157 | -0.0891 | 0.00291 |
| 4503 | native-country_Haiti | education-numGRP_1_[1,4] | 0.0157 | 0.0157 | -0.0129 | -0.0835 |
| 2273 | occupation_Handlers-cleaners | native-country_Portugal | 0.0156 | 0.0156 | -0.0873 | -0.0105 |
| 1748 | occupation_? | native-country_Canada | 0.0156 | 0.0156 | -0.0786 | 0.0116 |
| 2684 | occupation_Protective-serv | hours-per-weekGRP_5_[60,INF) | 0.0156 | 0.0156 | 0.0281 | 0.0541 |
| 1711 | marital-status_Widowed | education-numGRP_4_[8,10] | 0.0156 | 0.0156 | -0.0644 | -0.176 |
| 1546 | marital-status_Separated | occupation_Adm-clerical | 0.0156 | 0.0156 | -0.0744 | -0.09 |
| 1203 | marital-status_Married-AF-spouse | relationship_Not-in-family | -0.0156 | 0.0156 | 0.0121 | -0.189 |
| 2888 | occupation_Transport-moving | ageGRP_2_[20,30] | -0.0155 | 0.0155 | -0.0215 | -0.213 |
| 2531 | occupation_Priv-house-serv | hours-per-weekGRP_3_[40,50] | -0.0155 | 0.0155 | -0.0371 | 0.172 |
| 4066 | native-country_Cuba | ageGRP_2_[20,30] | -0.0155 | 0.0155 | 0.00283 | -0.213 |
| 2089 | occupation_Exec-managerial | native-country_England | 0.0155 | 0.0155 | 0.215 | 0.0114 |
| 3055 | relationship_Other-relative | native-country_? | 0.0155 | 0.0155 | -0.0837 | 0.00304 |
| 1709 | marital-status_Widowed | education-numGRP_2_[4,6] | 0.0155 | 0.0155 | -0.0644 | -0.0904 |
| 3250 | relationship_Wife | race_Asian-Pac-Islander | 0.0155 | 0.0155 | 0.123 | 0.0105 |
| 4219 | native-country_El-Salvador | ageGRP_2_[20,30] | 0.0155 | 0.0155 | -0.0208 | -0.213 |
| 924 | workclass_State-gov | relationship_Not-in-family | 0.0155 | 0.0155 | 0.0148 | -0.189 |
| 390 | workclass_Federal-gov | native-country_United-States | 0.0154 | 0.0154 | 0.0594 | 0.0345 |
| 669 | workclass_Private | native-country_Ireland | 0.0154 | 0.0154 | -0.0785 | -0.00206 |
| 3470 | race_Black | native-country_Italy | -0.0154 | 0.0154 | -0.0891 | 0.0113 |
| 3622 | race_White | education-numGRP_4_[8,10] | -0.0154 | 0.0154 | 0.0852 | -0.176 |
| 3552 | race_Other | ageGRP_1_[0,20] | 0.0154 | 0.0154 | -0.0318 | -0.159 |
| 2461 | occupation_Priv-house-serv | occupation_Transport-moving | -0.0154 | 0.0154 | -0.0371 | -0.0215 |
| 127 | CapitalLossPositive | occupation_Machine-op-inspct | -0.0154 | 0.0154 | 0.139 | -0.0694 |
| 871 | workclass_Self-emp-not-inc | native-country_Philippines | -0.0154 | 0.0154 | 0.03 | 0.0123 |
| 1552 | marital-status_Separated | occupation_Machine-op-inspct | 0.0154 | 0.0154 | -0.0744 | -0.0694 |
| 2924 | relationship_Husband | native-country_El-Salvador | -0.0153 | 0.0153 | 0.401 | -0.0208 |
| 837 | workclass_Self-emp-not-inc | race_Other | -0.0153 | 0.0153 | 0.03 | -0.0318 |
| 1109 | marital-status_Divorced | occupation_Transport-moving | -0.0153 | 0.0153 | -0.127 | -0.0215 |
| 3530 | race_Other | native-country_Iran | 0.0153 | 0.0153 | -0.0318 | 0.0151 |
| 4065 | native-country_Cuba | ageGRP_1_[0,20] | -0.0153 | 0.0153 | 0.00283 | -0.159 |
| 3043 | relationship_Not-in-family | hours-per-weekGRP_4_[50,60] | -0.0153 | 0.0153 | -0.189 | 0.131 |
| 3566 | race_Other | hours-per-weekGRP_3_[40,50] | -0.0152 | 0.0152 | -0.0318 | 0.172 |
| 1103 | marital-status_Divorced | occupation_Other-service | 0.0152 | 0.0152 | -0.127 | -0.156 |
| 4329 | native-country_France | hours-per-weekGRP_3_[40,50] | 0.0152 | 0.0152 | 0.0121 | 0.172 |
| 4849 | native-country_Jamaica | ageGRP_2_[20,30] | 0.0152 | 0.0152 | -0.0137 | -0.213 |
| 4675 | native-country_Hungary | hours-per-weekGRP_1_[0,20] | 0.0152 | 0.0152 | -0.00047 | -0.128 |
| 2598 | occupation_Prof-specialty | ageGRP_6_[60,INF) | -0.0152 | 0.0152 | 0.186 | -0.00294 |
| 418 | workclass_Local-gov | marital-status_Married-civ-spouse | 0.0152 | 0.0152 | 0.0331 | 0.445 |
| 3491 | race_Black | ageGRP_2_[20,30] | 0.0151 | 0.0151 | -0.0891 | -0.213 |
| 618 | workclass_Private | marital-status_Separated | 0.0151 | 0.0151 | -0.0785 | -0.0744 |
| 1376 | marital-status_Married-spouse-absent | occupation_Other-service | 0.0151 | 0.0151 | -0.0425 | -0.156 |
| 2767 | occupation_Tech-support | race_Asian-Pac-Islander | 0.0151 | 0.0151 | 0.0257 | 0.0105 |
| 1386 | marital-status_Married-spouse-absent | relationship_Own-child | -0.0151 | 0.0151 | -0.0425 | -0.229 |
| 3061 | relationship_Other-relative | native-country_Dominican-Republic | 0.0151 | 0.0151 | -0.0837 | -0.023 |
| 84 | CapitalGainPositive | native-country_United-States | 0.0151 | 0.0151 | 0.266 | 0.0345 |
| 2834 | occupation_Transport-moving | relationship_Other-relative | -0.0151 | 0.0151 | -0.0215 | -0.0837 |
| 2041 | occupation_Craft-repair | ageGRP_2_[20,30] | -0.0151 | 0.0151 | -0.0126 | -0.213 |
| 901 | workclass_State-gov | marital-status_Divorced | 0.015 | 0.015 | 0.0148 | -0.127 |
| 2949 | relationship_Husband | native-country_Puerto-Rico | -0.015 | 0.015 | 0.401 | -0.0188 |
| 2930 | relationship_Husband | native-country_Haiti | -0.015 | 0.015 | 0.401 | -0.0129 |
| 738 | workclass_Self-emp-inc | race_Amer-Indian-Eskimo | -0.015 | 0.015 | 0.139 | -0.0287 |
| 2321 | occupation_Machine-op-inspct | native-country_Cambodia | 0.015 | 0.015 | -0.0694 | 0.00721 |
| 4375 | native-country_Germany | hours-per-weekGRP_2_[20,40] | -0.015 | 0.015 | 0.0122 | -0.153 |
| 4634 | native-country_Hong | education-numGRP_6_[13,16) | 0.015 | 0.015 | 0.00343 | 0.269 |
| 3299 | relationship_Wife | ageGRP_2_[20,30] | -0.0149 | 0.0149 | 0.123 | -0.213 |
| 2342 | occupation_Machine-op-inspct | native-country_Italy | 0.0149 | 0.0149 | -0.0694 | 0.0113 |
| 1312 | marital-status_Married-civ-spouse | native-country_Dominican-Republic | -0.0149 | 0.0149 | 0.445 | -0.023 |
| 4893 | native-country_Japan | education-numGRP_6_[13,16) | 0.0149 | 0.0149 | 0.0149 | 0.269 |
| 2564 | occupation_Prof-specialty | native-country_Guatemala | -0.0149 | 0.0149 | 0.186 | -0.0201 |
| 2939 | relationship_Husband | native-country_Jamaica | -0.0148 | 0.0148 | 0.401 | -0.0137 |
| 2995 | relationship_Not-in-family | native-country_England | 0.0148 | 0.0148 | -0.189 | 0.0114 |
| 930 | workclass_State-gov | race_Asian-Pac-Islander | 0.0148 | 0.0148 | 0.0148 | 0.0105 |
| 3642 | sex_Female | native-country_Germany | 0.0148 | 0.0148 | -0.216 | 0.0122 |
| 3701 | sex_Male | native-country_Germany | -0.0148 | 0.0148 | 0.216 | 0.0122 |
| 338 | workclass_Federal-gov | relationship_Husband | 0.0148 | 0.0148 | 0.0594 | 0.401 |
| 3488 | race_Black | native-country_Vietnam | -0.0148 | 0.0148 | -0.0891 | -0.0176 |
| 1498 | marital-status_Never-married | native-country_Guatemala | 0.0148 | 0.0148 | -0.318 | -0.0201 |
| 4632 | native-country_Hong | education-numGRP_4_[8,10] | -0.0148 | 0.0148 | 0.00343 | -0.176 |
| 3631 | sex_Female | native-country_? | -0.0147 | 0.0147 | -0.216 | 0.00304 |
| 3690 | sex_Male | native-country_? | 0.0147 | 0.0147 | 0.216 | 0.00304 |
| 1854 | occupation_Adm-clerical | native-country_Jamaica | 0.0147 | 0.0147 | -0.09 | -0.0137 |
| 440 | workclass_Local-gov | relationship_Other-relative | -0.0147 | 0.0147 | 0.0331 | -0.0837 |
| 17 | CapitalGainPositive | occupation_? | -0.0147 | 0.0147 | 0.266 | -0.0786 |
| 715 | workclass_Self-emp-inc | marital-status_Separated | -0.0146 | 0.0146 | 0.139 | -0.0744 |
| 2333 | occupation_Machine-op-inspct | native-country_Guatemala | 0.0146 | 0.0146 | -0.0694 | -0.0201 |
| 3578 | race_White | native-country_Ecuador | -0.0146 | 0.0146 | 0.0852 | -0.00672 |
| 678 | workclass_Private | native-country_Philippines | 0.0146 | 0.0146 | -0.0785 | 0.0123 |
| 2532 | occupation_Priv-house-serv | hours-per-weekGRP_4_[50,60] | -0.0146 | 0.0146 | -0.0371 | 0.131 |
| 4129 | native-country_Dominican-Republic | hours-per-weekGRP_1_[0,20] | -0.0146 | 0.0146 | -0.023 | -0.128 |
| 3431 | race_Asian-Pac-Islander | ageGRP_5_[50,60] | -0.0146 | 0.0146 | 0.0105 | 0.119 |
| 2308 | occupation_Machine-op-inspct | relationship_Not-in-family | -0.0146 | 0.0146 | -0.0694 | -0.189 |
| 780 | workclass_Self-emp-inc | native-country_South | 0.0145 | 0.0145 | 0.139 | -0.00474 |
| 3377 | race_Amer-Indian-Eskimo | hours-per-weekGRP_3_[40,50] | -0.0145 | 0.0145 | -0.0287 | 0.172 |
| 3239 | relationship_Unmarried | education-numGRP_2_[4,6] | 0.0145 | 0.0145 | -0.143 | -0.0904 |
| 3914 | native-country_Canada | education-numGRP_6_[13,16) | 0.0145 | 0.0145 | 0.0116 | 0.269 |
| 4169 | native-country_Ecuador | ageGRP_2_[20,30] | 0.0145 | 0.0145 | -0.00672 | -0.213 |
| 3461 | race_Black | native-country_Guatemala | -0.0145 | 0.0145 | -0.0891 | -0.0201 |
| 1 | CapitalGainPositive | workclass_? | -0.0144 | 0.0144 | 0.266 | -0.0782 |
| 2364 | occupation_Machine-op-inspct | ageGRP_3_[30,40] | 0.0144 | 0.0144 | -0.0694 | 0.0568 |
| 342 | workclass_Federal-gov | relationship_Unmarried | 0.0144 | 0.0144 | 0.0594 | -0.143 |
| 4423 | native-country_Greece | hours-per-weekGRP_4_[50,60] | 0.0144 | 0.0144 | 0.00245 | 0.131 |
| 381 | workclass_Federal-gov | native-country_Philippines | 0.0144 | 0.0144 | 0.0594 | 0.0123 |
| 2890 | occupation_Transport-moving | ageGRP_4_[40,50] | 0.0144 | 0.0144 | -0.0215 | 0.17 |
| 5203 | native-country_South | hours-per-weekGRP_2_[20,40] | -0.0144 | 0.0144 | -0.00474 | -0.153 |
| 3307 | relationship_Wife | education-numGRP_4_[8,10] | -0.0143 | 0.0143 | 0.123 | -0.176 |
| 1678 | marital-status_Widowed | native-country_Hungary | 0.0143 | 0.0143 | -0.0644 | -0.00047 |
| 3467 | race_Black | native-country_India | -0.0143 | 0.0143 | -0.0891 | 0.0207 |
| 3576 | race_White | native-country_Cuba | 0.0143 | 0.0143 | 0.0852 | 0.00283 |
| 384 | workclass_Federal-gov | native-country_Puerto-Rico | 0.0143 | 0.0143 | 0.0594 | -0.0188 |
| 2838 | occupation_Transport-moving | race_Amer-Indian-Eskimo | 0.0143 | 0.0143 | -0.0215 | -0.0287 |
| 3309 | relationship_Wife | education-numGRP_6_[13,16) | 0.0142 | 0.0142 | 0.123 | 0.269 |
| 3562 | race_Other | education-numGRP_5_[10,13] | -0.0142 | 0.0142 | -0.0318 | 0.163 |
| 339 | workclass_Federal-gov | relationship_Not-in-family | 0.0142 | 0.0142 | 0.0594 | -0.189 |
| 2222 | occupation_Handlers-cleaners | occupation_Priv-house-serv | -0.0142 | 0.0142 | -0.0873 | -0.0371 |
| 2229 | occupation_Handlers-cleaners | relationship_Not-in-family | -0.0142 | 0.0142 | -0.0873 | -0.189 |
| 2609 | occupation_Prof-specialty | hours-per-weekGRP_5_[60,INF) | 0.0142 | 0.0142 | 0.186 | 0.0541 |
| 4324 | native-country_France | education-numGRP_4_[8,10] | -0.0142 | 0.0142 | 0.0121 | -0.176 |
| 789 | workclass_Self-emp-inc | ageGRP_3_[30,40] | -0.0142 | 0.0142 | 0.139 | 0.0568 |
| 2352 | occupation_Machine-op-inspct | native-country_Portugal | 0.0141 | 0.0141 | -0.0694 | -0.0105 |
| 2674 | occupation_Protective-serv | education-numGRP_1_[1,4] | -0.0141 | 0.0141 | 0.0281 | -0.0835 |
| 1462 | marital-status_Never-married | occupation_Farming-fishing | -0.0141 | 0.0141 | -0.318 | -0.0519 |
| 2394 | occupation_Other-service | race_Other | 0.0141 | 0.0141 | -0.156 | -0.0318 |
| 2526 | occupation_Priv-house-serv | education-numGRP_4_[8,10] | -0.0141 | 0.0141 | -0.0371 | -0.176 |
| 1389 | marital-status_Married-spouse-absent | race_Amer-Indian-Eskimo | 0.014 | 0.014 | -0.0425 | -0.0287 |
| 2234 | occupation_Handlers-cleaners | race_Amer-Indian-Eskimo | 0.014 | 0.014 | -0.0873 | -0.0287 |
| 2110 | occupation_Exec-managerial | native-country_Philippines | -0.014 | 0.014 | 0.215 | 0.0123 |
| 1589 | marital-status_Separated | native-country_Honduras | 0.014 | 0.014 | -0.0744 | -0.00766 |
| 3727 | sex_Male | native-country_Thailand | -0.014 | 0.014 | 0.216 | -0.00408 |
| 3668 | sex_Female | native-country_Thailand | 0.014 | 0.014 | -0.216 | -0.00408 |
| 3479 | race_Black | native-country_Poland | -0.014 | 0.014 | -0.0891 | -0.0041 |
| 4862 | native-country_Jamaica | hours-per-weekGRP_3_[40,50] | -0.014 | 0.014 | -0.0137 | 0.172 |
| 713 | workclass_Self-emp-inc | marital-status_Married-spouse-absent | -0.014 | 0.014 | 0.139 | -0.0425 |
| 1504 | marital-status_Never-married | native-country_India | -0.014 | 0.014 | -0.318 | 0.0207 |
| 3376 | race_Amer-Indian-Eskimo | hours-per-weekGRP_2_[20,40] | 0.0139 | 0.0139 | -0.0287 | -0.153 |
| 1839 | occupation_Adm-clerical | native-country_El-Salvador | -0.0139 | 0.0139 | -0.09 | -0.0208 |
| 2652 | occupation_Protective-serv | native-country_Mexico | -0.0139 | 0.0139 | 0.0281 | -0.0629 |
| 3508 | race_Other | sex_Female | 0.0139 | 0.0139 | -0.0318 | -0.216 |
| 3509 | race_Other | sex_Male | -0.0139 | 0.0139 | -0.0318 | 0.216 |
| 2094 | occupation_Exec-managerial | native-country_Haiti | -0.0139 | 0.0139 | 0.215 | -0.0129 |
| 3088 | relationship_Other-relative | native-country_Puerto-Rico | 0.0139 | 0.0139 | -0.0837 | -0.0188 |
| 3452 | race_Black | native-country_Columbia | -0.0139 | 0.0139 | -0.0891 | -0.0206 |
| 5080 | native-country_Philippines | hours-per-weekGRP_4_[50,60] | -0.0139 | 0.0139 | 0.0123 | 0.131 |
| 1999 | occupation_Craft-repair | native-country_Cambodia | 0.0138 | 0.0138 | -0.0126 | 0.00721 |
| 917 | workclass_State-gov | occupation_Priv-house-serv | -0.0138 | 0.0138 | 0.0148 | -0.0371 |
| 345 | workclass_Federal-gov | race_Asian-Pac-Islander | 0.0138 | 0.0138 | 0.0594 | 0.0105 |
| 1548 | marital-status_Separated | occupation_Craft-repair | -0.0138 | 0.0138 | -0.0744 | -0.0126 |
| 1643 | marital-status_Widowed | occupation_Protective-serv | -0.0138 | 0.0138 | -0.0644 | 0.0281 |
| 4278 | native-country_England | education-numGRP_6_[13,16) | 0.0138 | 0.0138 | 0.0114 | 0.269 |
| 880 | workclass_Self-emp-not-inc | native-country_United-States | 0.0137 | 0.0137 | 0.03 | 0.0345 |
| 1567 | marital-status_Separated | race_Asian-Pac-Islander | -0.0137 | 0.0137 | -0.0744 | 0.0105 |
| 3305 | relationship_Wife | education-numGRP_2_[4,6] | -0.0137 | 0.0137 | 0.123 | -0.0904 |
| 4070 | native-country_Cuba | ageGRP_6_[60,INF) | 0.0137 | 0.0137 | 0.00283 | -0.00294 |
| 5391 | ageGRP_5_[50,60] | hours-per-weekGRP_3_[40,50] | 0.0137 | 0.0137 | 0.119 | 0.172 |
| 13 | CapitalGainPositive | marital-status_Married-spouse-absent | -0.0136 | 0.0136 | 0.266 | -0.0425 |
| 1718 | marital-status_Widowed | hours-per-weekGRP_5_[60,INF) | -0.0136 | 0.0136 | -0.0644 | 0.0541 |
| 2678 | occupation_Protective-serv | education-numGRP_5_[10,13] | 0.0136 | 0.0136 | 0.0281 | 0.163 |
| 1686 | marital-status_Widowed | native-country_Mexico | -0.0136 | 0.0136 | -0.0644 | -0.0629 |
| 1765 | occupation_? | native-country_India | -0.0136 | 0.0136 | -0.0786 | 0.0207 |
| 1550 | marital-status_Separated | occupation_Farming-fishing | -0.0136 | 0.0136 | -0.0744 | -0.0519 |
| 3958 | native-country_China | ageGRP_1_[0,20] | -0.0136 | 0.0136 | 0.00291 | -0.159 |
| 269 | workclass_? | native-country_India | -0.0136 | 0.0136 | -0.0782 | 0.0207 |
| 2019 | occupation_Craft-repair | native-country_Ireland | 0.0136 | 0.0136 | -0.0126 | -0.00206 |
| 2482 | occupation_Priv-house-serv | native-country_Ecuador | 0.0135 | 0.0135 | -0.0371 | -0.00672 |
| 2086 | occupation_Exec-managerial | native-country_Dominican-Republic | -0.0135 | 0.0135 | 0.215 | -0.023 |
| 1159 | marital-status_Divorced | native-country_Taiwan | -0.0135 | 0.0135 | -0.127 | 0.014 |
| 2783 | occupation_Tech-support | native-country_France | 0.0135 | 0.0135 | 0.0257 | 0.0121 |
| 89 | CapitalGainPositive | ageGRP_3_[30,40] | 0.0134 | 0.0134 | 0.266 | 0.0568 |
| 3304 | relationship_Wife | education-numGRP_1_[1,4] | -0.0134 | 0.0134 | 0.123 | -0.0835 |
| 1831 | occupation_Adm-clerical | native-country_? | -0.0134 | 0.0134 | -0.09 | 0.00304 |
| 4464 | native-country_Guatemala | education-numGRP_6_[13,16) | -0.0134 | 0.0134 | -0.0201 | 0.269 |
| 1834 | occupation_Adm-clerical | native-country_China | -0.0134 | 0.0134 | -0.09 | 0.00291 |
| 3289 | relationship_Wife | native-country_Puerto-Rico | 0.0134 | 0.0134 | 0.123 | -0.0188 |
| 983 | workclass_State-gov | ageGRP_6_[60,INF) | -0.0134 | 0.0134 | 0.0148 | -0.00294 |
| 2270 | occupation_Handlers-cleaners | native-country_Peru | 0.0134 | 0.0134 | -0.0873 | -0.0127 |
| 2561 | occupation_Prof-specialty | native-country_France | 0.0133 | 0.0133 | 0.186 | 0.0121 |
| 1302 | marital-status_Married-civ-spouse | race_Other | -0.0133 | 0.0133 | 0.445 | -0.0318 |
| 1099 | marital-status_Divorced | occupation_Exec-managerial | 0.0133 | 0.0133 | -0.127 | 0.215 |
| 1657 | marital-status_Widowed | race_White | -0.0133 | 0.0133 | -0.0644 | 0.0852 |
| 5260 | native-country_Trinadad&Tobago | education-numGRP_2_[4,6] | 0.0133 | 0.0133 | -0.00766 | -0.0904 |
| 3681 | sex_Female | education-numGRP_3_[6,8] | 0.0133 | 0.0133 | -0.216 | -0.0975 |
| 3740 | sex_Male | education-numGRP_3_[6,8] | -0.0133 | 0.0133 | 0.216 | -0.0975 |
| 3321 | race_Amer-Indian-Eskimo | native-country_? | -0.0133 | 0.0133 | -0.0287 | 0.00304 |
| 1621 | marital-status_Separated | education-numGRP_1_[1,4] | 0.0133 | 0.0133 | -0.0744 | -0.0835 |
| 2392 | occupation_Other-service | race_Asian-Pac-Islander | 0.0132 | 0.0132 | -0.156 | 0.0105 |
| 3034 | relationship_Not-in-family | education-numGRP_1_[1,4] | -0.0132 | 0.0132 | -0.189 | -0.0835 |
| 2480 | occupation_Priv-house-serv | native-country_Cuba | 0.0132 | 0.0132 | -0.0371 | 0.00283 |
| 761 | workclass_Self-emp-inc | native-country_Honduras | 0.0131 | 0.0131 | 0.139 | -0.00766 |
| 2928 | relationship_Husband | native-country_Greece | 0.0131 | 0.0131 | 0.401 | 0.00245 |
| 3201 | relationship_Unmarried | native-country_Germany | 0.0131 | 0.0131 | -0.143 | 0.0122 |
| 1534 | marital-status_Never-married | education-numGRP_2_[4,6] | 0.0131 | 0.0131 | -0.318 | -0.0904 |
| 2048 | occupation_Craft-repair | education-numGRP_3_[6,8] | 0.0131 | 0.0131 | -0.0126 | -0.0975 |
| 2553 | occupation_Prof-specialty | native-country_Canada | 0.0131 | 0.0131 | 0.186 | 0.0116 |
| 2829 | occupation_Tech-support | hours-per-weekGRP_3_[40,50] | -0.013 | 0.013 | 0.0257 | 0.172 |
| 486 | workclass_Local-gov | native-country_South | -0.013 | 0.013 | 0.0331 | -0.00474 |
| 2028 | occupation_Craft-repair | native-country_Philippines | -0.013 | 0.013 | -0.0126 | 0.0123 |
| 3561 | race_Other | education-numGRP_4_[8,10] | -0.013 | 0.013 | -0.0318 | -0.176 |
| 1081 | workclass_Without-pay | education-numGRP_4_[8,10] | 0.0129 | 0.0129 | -0.0117 | -0.176 |
| 4277 | native-country_England | education-numGRP_5_[10,13] | 0.0129 | 0.0129 | 0.0114 | 0.163 |
| 160 | CapitalLossPositive | native-country_Greece | 0.0129 | 0.0129 | 0.139 | 0.00245 |
| 854 | workclass_Self-emp-not-inc | native-country_Guatemala | -0.0129 | 0.0129 | 0.03 | -0.0201 |
| 1347 | marital-status_Married-civ-spouse | native-country_Yugoslavia | 0.0129 | 0.0129 | 0.445 | 0.00696 |
| 3484 | race_Black | native-country_Taiwan | -0.0129 | 0.0129 | -0.0891 | 0.014 |
| 2614 | occupation_Protective-serv | relationship_Not-in-family | -0.0129 | 0.0129 | 0.0281 | -0.189 |
| 4025 | native-country_Columbia | hours-per-weekGRP_2_[20,40] | 0.0129 | 0.0129 | -0.0206 | -0.153 |
| 2583 | occupation_Prof-specialty | native-country_Portugal | -0.0129 | 0.0129 | 0.186 | -0.0105 |
| 4588 | native-country_Honduras | education-numGRP_1_[1,4] | 0.0129 | 0.0129 | -0.00766 | -0.0835 |
| 2831 | occupation_Tech-support | hours-per-weekGRP_5_[60,INF) | -0.0129 | 0.0129 | 0.0257 | 0.0541 |
| 3490 | race_Black | ageGRP_1_[0,20] | -0.0128 | 0.0128 | -0.0891 | -0.159 |
| 4992 | native-country_Nicaragua | hours-per-weekGRP_3_[40,50] | -0.0128 | 0.0128 | -0.0138 | 0.172 |
| 912 | workclass_State-gov | occupation_Exec-managerial | 0.0128 | 0.0128 | 0.0148 | 0.215 |
| 726 | workclass_Self-emp-inc | occupation_Priv-house-serv | -0.0128 | 0.0128 | 0.139 | -0.0371 |
| 2427 | occupation_Other-service | native-country_Peru | 0.0128 | 0.0128 | -0.156 | -0.0127 |
| 2957 | relationship_Husband | native-country_Yugoslavia | 0.0127 | 0.0127 | 0.401 | 0.00696 |
| 3728 | sex_Male | native-country_Trinadad&Tobago | -0.0127 | 0.0127 | 0.216 | -0.00766 |
| 2616 | occupation_Protective-serv | relationship_Own-child | -0.0127 | 0.0127 | 0.0281 | -0.229 |
| 3669 | sex_Female | native-country_Trinadad&Tobago | 0.0127 | 0.0127 | -0.216 | -0.00766 |
| 141 | CapitalLossPositive | race_Amer-Indian-Eskimo | -0.0127 | 0.0127 | 0.139 | -0.0287 |
| 409 | workclass_Federal-gov | hours-per-weekGRP_5_[60,INF) | -0.0127 | 0.0127 | 0.0594 | 0.0541 |
| 1987 | occupation_Craft-repair | relationship_Other-relative | -0.0127 | 0.0127 | -0.0126 | -0.0837 |
| 1314 | marital-status_Married-civ-spouse | native-country_El-Salvador | -0.0127 | 0.0127 | 0.445 | -0.0208 |
| 2017 | occupation_Craft-repair | native-country_India | -0.0127 | 0.0127 | -0.0126 | 0.0207 |
| 2024 | occupation_Craft-repair | native-country_Mexico | 0.0127 | 0.0127 | -0.0126 | -0.0629 |
| 4676 | native-country_Hungary | hours-per-weekGRP_2_[20,40] | -0.0127 | 0.0127 | -0.00047 | -0.153 |
| 4978 | native-country_Nicaragua | ageGRP_1_[0,20] | 0.0126 | 0.0126 | -0.0138 | -0.159 |
| 3368 | race_Amer-Indian-Eskimo | ageGRP_6_[60,INF) | -0.0126 | 0.0126 | -0.0287 | -0.00294 |
| 2121 | occupation_Exec-managerial | native-country_Yugoslavia | 0.0126 | 0.0126 | 0.215 | 0.00696 |
| 5153 | native-country_Puerto-Rico | education-numGRP_5_[10,13] | -0.0126 | 0.0126 | -0.0188 | 0.163 |
| 3680 | sex_Female | education-numGRP_2_[4,6] | -0.0126 | 0.0126 | -0.216 | -0.0904 |
| 3739 | sex_Male | education-numGRP_2_[4,6] | 0.0126 | 0.0126 | 0.216 | -0.0904 |
| 3556 | race_Other | ageGRP_5_[50,60] | -0.0126 | 0.0126 | -0.0318 | 0.119 |
| 1631 | marital-status_Separated | hours-per-weekGRP_5_[60,INF) | -0.0125 | 0.0125 | -0.0744 | 0.0541 |
| 2212 | occupation_Farming-fishing | education-numGRP_4_[8,10] | 0.0125 | 0.0125 | -0.0519 | -0.176 |
| 655 | workclass_Private | native-country_Ecuador | 0.0125 | 0.0125 | -0.0785 | -0.00672 |
| 1112 | marital-status_Divorced | relationship_Other-relative | -0.0125 | 0.0125 | -0.127 | -0.0837 |
| 4074 | native-country_Cuba | education-numGRP_4_[8,10] | -0.0125 | 0.0125 | 0.00283 | -0.176 |
| 2001 | occupation_Craft-repair | native-country_China | -0.0124 | 0.0124 | -0.0126 | 0.00291 |
| 2763 | occupation_Tech-support | relationship_Own-child | -0.0124 | 0.0124 | 0.0257 | -0.229 |
| 2272 | occupation_Handlers-cleaners | native-country_Poland | 0.0124 | 0.0124 | -0.0873 | -0.0041 |
| 907 | workclass_State-gov | marital-status_Widowed | -0.0124 | 0.0124 | 0.0148 | -0.0644 |
| 4328 | native-country_France | hours-per-weekGRP_2_[20,40] | -0.0124 | 0.0124 | 0.0121 | -0.153 |
| 3193 | relationship_Unmarried | native-country_China | -0.0124 | 0.0124 | -0.143 | 0.00291 |
| 5010 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_3_[30,40] | -0.0124 | 0.0124 | -0.0117 | 0.0568 |
| 3013 | relationship_Not-in-family | native-country_Nicaragua | -0.0124 | 0.0124 | -0.189 | -0.0138 |
| 1074 | workclass_Without-pay | ageGRP_3_[30,40] | -0.0124 | 0.0124 | -0.0117 | 0.0568 |
| 31 | CapitalGainPositive | occupation_Transport-moving | -0.0124 | 0.0124 | 0.266 | -0.0215 |
| 5222 | native-country_Taiwan | education-numGRP_5_[10,13] | 0.0123 | 0.0123 | 0.014 | 0.163 |
| 4668 | native-country_Hungary | ageGRP_6_[60,INF) | 0.0123 | 0.0123 | -0.00047 | -0.00294 |
| 2207 | occupation_Farming-fishing | ageGRP_5_[50,60] | 0.0123 | 0.0123 | -0.0519 | 0.119 |
| 1876 | occupation_Adm-clerical | ageGRP_4_[40,50] | -0.0123 | 0.0123 | -0.09 | 0.17 |
| 1322 | marital-status_Married-civ-spouse | native-country_Honduras | -0.0123 | 0.0123 | 0.445 | -0.00766 |
| 196 | CapitalLossPositive | education-numGRP_1_[1,4] | -0.0123 | 0.0123 | 0.139 | -0.0835 |
| 1557 | marital-status_Separated | occupation_Sales | -0.0122 | 0.0122 | -0.0744 | 0.0237 |
| 2107 | occupation_Exec-managerial | native-country_Nicaragua | -0.0122 | 0.0122 | 0.215 | -0.0138 |
| 3134 | relationship_Own-child | native-country_Germany | -0.0122 | 0.0122 | -0.229 | 0.0122 |
| 2268 | occupation_Handlers-cleaners | native-country_Nicaragua | 0.0122 | 0.0122 | -0.0873 | -0.0138 |
| 125 | CapitalLossPositive | occupation_Farming-fishing | -0.0122 | 0.0122 | 0.139 | -0.0519 |
| 1018 | workclass_Without-pay | relationship_Not-in-family | -0.0121 | 0.0121 | -0.0117 | -0.189 |
| 2517 | occupation_Priv-house-serv | ageGRP_1_[0,20] | 0.0121 | 0.0121 | -0.0371 | -0.159 |
| 537 | workclass_Never-worked | relationship_Husband | -0.0121 | 0.0121 | -0.00826 | 0.401 |
| 285 | workclass_? | native-country_South | 0.0121 | 0.0121 | -0.0782 | -0.00474 |
| 519 | workclass_Never-worked | marital-status_Never-married | 0.0121 | 0.0121 | -0.00826 | -0.318 |
| 3219 | relationship_Unmarried | native-country_Peru | 0.012 | 0.012 | -0.143 | -0.0127 |
| 2142 | occupation_Farming-fishing | occupation_Priv-house-serv | -0.012 | 0.012 | -0.0519 | -0.0371 |
| 5361 | ageGRP_3_[30,40] | education-numGRP_4_[8,10] | -0.012 | 0.012 | 0.0568 | -0.176 |
| 3291 | relationship_Wife | native-country_South | 0.012 | 0.012 | 0.123 | -0.00474 |
| 4818 | native-country_Italy | ageGRP_6_[60,INF) | 0.012 | 0.012 | 0.0113 | -0.00294 |
| 1781 | occupation_? | native-country_South | 0.012 | 0.012 | -0.0786 | -0.00474 |
| 1459 | marital-status_Never-married | occupation_Armed-Forces | 0.012 | 0.012 | -0.318 | -0.00504 |
| 3615 | race_White | ageGRP_3_[30,40] | -0.012 | 0.012 | 0.0852 | 0.0568 |
| 5224 | native-country_Taiwan | hours-per-weekGRP_1_[0,20] | 0.012 | 0.012 | 0.014 | -0.128 |
| 4276 | native-country_England | education-numGRP_4_[8,10] | -0.012 | 0.012 | 0.0114 | -0.176 |
| 2854 | occupation_Transport-moving | native-country_England | -0.012 | 0.012 | -0.0215 | 0.0114 |
| 4636 | native-country_Hong | hours-per-weekGRP_2_[20,40] | 0.0119 | 0.0119 | 0.00343 | -0.153 |
| 3286 | relationship_Wife | native-country_Philippines | 0.0119 | 0.0119 | 0.123 | 0.0123 |
| 5009 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_2_[20,30] | 0.0119 | 0.0119 | -0.0117 | -0.213 |
| 3000 | relationship_Not-in-family | native-country_Haiti | -0.0119 | 0.0119 | -0.189 | -0.0129 |
| 4665 | native-country_Hungary | ageGRP_3_[30,40] | -0.0119 | 0.0119 | -0.00047 | 0.0568 |
| 1180 | marital-status_Divorced | hours-per-weekGRP_4_[50,60] | -0.0119 | 0.0119 | -0.127 | 0.131 |
| 2502 | occupation_Priv-house-serv | native-country_Nicaragua | 0.0119 | 0.0119 | -0.0371 | -0.0138 |
| 3454 | race_Black | native-country_Dominican-Republic | 0.0119 | 0.0119 | -0.0891 | -0.023 |
| 1586 | marital-status_Separated | native-country_Guatemala | 0.0119 | 0.0119 | -0.0744 | -0.0201 |
| 2100 | occupation_Exec-managerial | native-country_Iran | 0.0118 | 0.0118 | 0.215 | 0.0151 |
| 3468 | race_Black | native-country_Iran | -0.0118 | 0.0118 | -0.0891 | 0.0151 |
| 4019 | native-country_Columbia | education-numGRP_2_[4,6] | 0.0118 | 0.0118 | -0.0206 | -0.0904 |
| 332 | workclass_Federal-gov | occupation_Priv-house-serv | -0.0118 | 0.0118 | 0.0594 | -0.0371 |
| 3453 | race_Black | native-country_Cuba | -0.0118 | 0.0118 | -0.0891 | 0.00283 |
| 3204 | relationship_Unmarried | native-country_Haiti | 0.0118 | 0.0118 | -0.143 | -0.0129 |
| 3432 | race_Asian-Pac-Islander | ageGRP_6_[60,INF) | -0.0118 | 0.0118 | 0.0105 | -0.00294 |
| 1310 | marital-status_Married-civ-spouse | native-country_Columbia | -0.0118 | 0.0118 | 0.445 | -0.0206 |
| 2871 | occupation_Transport-moving | native-country_Mexico | -0.0118 | 0.0118 | -0.0215 | -0.0629 |
| 3548 | race_Other | native-country_Trinadad&Tobago | 0.0118 | 0.0118 | -0.0318 | -0.00766 |
| 4892 | native-country_Japan | education-numGRP_5_[10,13] | 0.0118 | 0.0118 | 0.0149 | 0.163 |
| 932 | workclass_State-gov | race_Other | -0.0118 | 0.0118 | 0.0148 | -0.0318 |
| 5041 | native-country_Peru | ageGRP_5_[50,60] | -0.0118 | 0.0118 | -0.0127 | 0.119 |
| 2557 | occupation_Prof-specialty | native-country_Dominican-Republic | -0.0117 | 0.0117 | 0.186 | -0.023 |
| 2309 | occupation_Machine-op-inspct | relationship_Other-relative | 0.0117 | 0.0117 | -0.0694 | -0.0837 |
| 4369 | native-country_Germany | education-numGRP_2_[4,6] | -0.0117 | 0.0117 | 0.0122 | -0.0904 |
| 3563 | race_Other | education-numGRP_6_[13,16) | -0.0117 | 0.0117 | -0.0318 | 0.269 |
| 41 | CapitalGainPositive | race_Other | -0.0117 | 0.0117 | 0.266 | -0.0318 |
| 1914 | occupation_Armed-Forces | sex_Male | 0.0117 | 0.0117 | -0.00504 | 0.216 |
| 1913 | occupation_Armed-Forces | sex_Female | -0.0117 | 0.0117 | -0.00504 | -0.216 |
| 677 | workclass_Private | native-country_Peru | 0.0117 | 0.0117 | -0.0785 | -0.0127 |
| 5292 | native-country_Vietnam | ageGRP_3_[30,40] | -0.0117 | 0.0117 | -0.0176 | 0.0568 |
| 3014 | relationship_Not-in-family | native-country_Outlying-US(Guam-USVI-etc) | 0.0117 | 0.0117 | -0.189 | -0.0117 |
| 5131 | native-country_Portugal | hours-per-weekGRP_2_[20,40] | 0.0117 | 0.0117 | -0.0105 | -0.153 |
| 944 | workclass_State-gov | native-country_El-Salvador | -0.0116 | 0.0116 | 0.0148 | -0.0208 |
| 2920 | relationship_Husband | native-country_Columbia | -0.0116 | 0.0116 | 0.401 | -0.0206 |
| 4131 | native-country_Dominican-Republic | hours-per-weekGRP_3_[40,50] | -0.0116 | 0.0116 | -0.023 | 0.172 |
| 2460 | occupation_Priv-house-serv | occupation_Tech-support | -0.0116 | 0.0116 | -0.0371 | 0.0257 |
| 3253 | relationship_Wife | race_White | -0.0116 | 0.0116 | 0.123 | 0.0852 |
| 1481 | marital-status_Never-married | race_Other | 0.0116 | 0.0116 | -0.318 | -0.0318 |
| 1479 | marital-status_Never-married | race_Asian-Pac-Islander | 0.0116 | 0.0116 | -0.318 | 0.0105 |
| 2390 | occupation_Other-service | relationship_Wife | 0.0116 | 0.0116 | -0.156 | 0.123 |
| 5287 | native-country_United-States | hours-per-weekGRP_4_[50,60] | 0.0116 | 0.0116 | 0.0345 | 0.131 |
| 5065 | native-country_Philippines | ageGRP_1_[0,20] | -0.0115 | 0.0115 | 0.0123 | -0.159 |
| 4755 | native-country_Iran | hours-per-weekGRP_4_[50,60] | 0.0115 | 0.0115 | 0.0151 | 0.131 |
| 1020 | workclass_Without-pay | relationship_Own-child | 0.0115 | 0.0115 | -0.0117 | -0.229 |
| 4465 | native-country_Guatemala | hours-per-weekGRP_1_[0,20] | -0.0115 | 0.0115 | -0.0201 | -0.128 |
| 2347 | occupation_Machine-op-inspct | native-country_Nicaragua | 0.0115 | 0.0115 | -0.0694 | -0.0138 |
| 334 | workclass_Federal-gov | occupation_Protective-serv | 0.0115 | 0.0115 | 0.0594 | 0.0281 |
| 3534 | race_Other | native-country_Japan | 0.0115 | 0.0115 | -0.0318 | 0.0149 |
| 2817 | occupation_Tech-support | ageGRP_3_[30,40] | 0.0115 | 0.0115 | 0.0257 | 0.0568 |
| 2699 | occupation_Sales | sex_Male | -0.0115 | 0.0115 | 0.0237 | 0.216 |
| 2698 | occupation_Sales | sex_Female | 0.0115 | 0.0115 | 0.0237 | -0.216 |
| 4988 | native-country_Nicaragua | education-numGRP_5_[10,13] | -0.0115 | 0.0115 | -0.0138 | 0.163 |
| 3152 | relationship_Own-child | native-country_Peru | 0.0115 | 0.0115 | -0.229 | -0.0127 |
| 3216 | relationship_Unmarried | native-country_Mexico | 0.0115 | 0.0115 | -0.143 | -0.0629 |
| 301 | workclass_? | education-numGRP_4_[8,10] | 0.0114 | 0.0114 | -0.0782 | -0.176 |
| 2475 | occupation_Priv-house-serv | native-country_? | 0.0114 | 0.0114 | -0.0371 | 0.00304 |
| 4424 | native-country_Greece | hours-per-weekGRP_5_[60,INF) | 0.0114 | 0.0114 | 0.00245 | 0.0541 |
| 3145 | relationship_Own-child | native-country_Italy | -0.0114 | 0.0114 | -0.229 | 0.0113 |
| 64 | CapitalGainPositive | native-country_India | 0.0114 | 0.0114 | 0.266 | 0.0207 |
| 105 | CapitalLossPositive | workclass_Federal-gov | 0.0114 | 0.0114 | 0.139 | 0.0594 |
| 859 | workclass_Self-emp-not-inc | native-country_Hungary | 0.0114 | 0.0114 | 0.03 | -0.00047 |
| 3487 | race_Black | native-country_United-States | 0.0114 | 0.0114 | -0.0891 | 0.0345 |
| 979 | workclass_State-gov | ageGRP_2_[20,30] | -0.0114 | 0.0114 | 0.0148 | -0.213 |
| 5390 | ageGRP_5_[50,60] | hours-per-weekGRP_2_[20,40] | 0.0114 | 0.0114 | 0.119 | -0.153 |
| 3603 | race_White | native-country_Portugal | 0.0114 | 0.0114 | 0.0852 | -0.0105 |
| 757 | workclass_Self-emp-inc | native-country_Greece | 0.0114 | 0.0114 | 0.139 | 0.00245 |
| 2008 | occupation_Craft-repair | native-country_France | -0.0113 | 0.0113 | -0.0126 | 0.0121 |
| 246 | workclass_? | race_Other | 0.0113 | 0.0113 | -0.0782 | -0.0318 |
| 2768 | occupation_Tech-support | race_Black | -0.0113 | 0.0113 | 0.0257 | -0.0891 |
| 4371 | native-country_Germany | education-numGRP_4_[8,10] | -0.0113 | 0.0113 | 0.0122 | -0.176 |
| 3039 | relationship_Not-in-family | education-numGRP_6_[13,16) | 0.0113 | 0.0113 | -0.189 | 0.269 |
| 1145 | marital-status_Divorced | native-country_Italy | -0.0113 | 0.0113 | -0.127 | 0.0113 |
| 2812 | occupation_Tech-support | native-country_United-States | 0.0113 | 0.0113 | 0.0257 | 0.0345 |
| 2417 | occupation_Other-service | native-country_India | -0.0113 | 0.0113 | -0.156 | 0.0207 |
| 3270 | relationship_Wife | native-country_Haiti | 0.0112 | 0.0112 | 0.123 | -0.0129 |
| 3860 | native-country_Cambodia | hours-per-weekGRP_2_[20,40] | 0.0112 | 0.0112 | 0.00721 | -0.153 |
| 2591 | occupation_Prof-specialty | native-country_Vietnam | -0.0112 | 0.0112 | 0.186 | -0.0176 |
| 1742 | occupation_? | race_Other | 0.0112 | 0.0112 | -0.0786 | -0.0318 |
| 3015 | relationship_Not-in-family | native-country_Peru | -0.0112 | 0.0112 | -0.189 | -0.0127 |
| 1797 | occupation_? | education-numGRP_4_[8,10] | 0.0112 | 0.0112 | -0.0786 | -0.176 |
| 3651 | sex_Female | native-country_Iran | -0.0112 | 0.0112 | -0.216 | 0.0151 |
| 3710 | sex_Male | native-country_Iran | 0.0112 | 0.0112 | 0.216 | 0.0151 |
| 2344 | occupation_Machine-op-inspct | native-country_Japan | -0.0112 | 0.0112 | -0.0694 | 0.0149 |
| 4172 | native-country_Ecuador | ageGRP_5_[50,60] | -0.0112 | 0.0112 | -0.00672 | 0.119 |
| 455 | workclass_Local-gov | native-country_Columbia | -0.0112 | 0.0112 | 0.0331 | -0.0206 |
| 778 | workclass_Self-emp-inc | native-country_Puerto-Rico | -0.0112 | 0.0112 | 0.139 | -0.0188 |
| 1860 | occupation_Adm-clerical | native-country_Peru | -0.0112 | 0.0112 | -0.09 | -0.0127 |
| 2688 | occupation_Sales | relationship_Not-in-family | -0.0112 | 0.0112 | 0.0237 | -0.189 |
| 2811 | occupation_Tech-support | native-country_Trinadad&Tobago | 0.0112 | 0.0112 | 0.0257 | -0.00766 |
| 2257 | occupation_Handlers-cleaners | native-country_Honduras | 0.0111 | 0.0111 | -0.0873 | -0.00766 |
| 1380 | marital-status_Married-spouse-absent | occupation_Sales | -0.0111 | 0.0111 | -0.0425 | 0.0237 |
| 4501 | native-country_Haiti | ageGRP_5_[50,60] | 0.0111 | 0.0111 | -0.0129 | 0.119 |
| 5323 | native-country_Yugoslavia | hours-per-weekGRP_5_[60,INF) | 0.0111 | 0.0111 | 0.00696 | 0.0541 |
| 4707 | native-country_India | ageGRP_6_[60,INF) | -0.0111 | 0.0111 | 0.0207 | -0.00294 |
| 4935 | native-country_Mexico | native-country_Philippines | -0.0111 | 0.0111 | -0.0629 | 0.0123 |
| 59 | CapitalGainPositive | native-country_Haiti | -0.0111 | 0.0111 | 0.266 | -0.0129 |
| 2944 | relationship_Husband | native-country_Outlying-US(Guam-USVI-etc) | -0.0111 | 0.0111 | 0.401 | -0.0117 |
| 1862 | occupation_Adm-clerical | native-country_Poland | -0.0111 | 0.0111 | -0.09 | -0.0041 |
| 1496 | marital-status_Never-married | native-country_Germany | -0.0111 | 0.0111 | -0.318 | 0.0122 |
| 4414 | native-country_Greece | education-numGRP_1_[1,4] | 0.0111 | 0.0111 | 0.00245 | -0.0835 |
| 171 | CapitalLossPositive | native-country_Jamaica | -0.0111 | 0.0111 | 0.139 | -0.0137 |
| 927 | workclass_State-gov | relationship_Unmarried | 0.011 | 0.011 | 0.0148 | -0.143 |
| 5254 | native-country_Trinadad&Tobago | ageGRP_2_[20,30] | -0.011 | 0.011 | -0.00766 | -0.213 |
| 1697 | marital-status_Widowed | native-country_Thailand | 0.011 | 0.011 | -0.0644 | -0.00408 |
| 1085 | workclass_Without-pay | hours-per-weekGRP_2_[20,40] | -0.011 | 0.011 | -0.0117 | -0.153 |
| 5106 | native-country_Poland | hours-per-weekGRP_3_[40,50] | -0.011 | 0.011 | -0.0041 | 0.172 |
| 3026 | relationship_Not-in-family | native-country_Vietnam | -0.011 | 0.011 | -0.189 | -0.0176 |
| 941 | workclass_State-gov | native-country_Cuba | -0.011 | 0.011 | 0.0148 | 0.00283 |
| 1505 | marital-status_Never-married | native-country_Iran | -0.011 | 0.011 | -0.318 | 0.0151 |
| 3370 | race_Amer-Indian-Eskimo | education-numGRP_2_[4,6] | 0.011 | 0.011 | -0.0287 | -0.0904 |
| 2120 | occupation_Exec-managerial | native-country_Vietnam | -0.011 | 0.011 | 0.215 | -0.0176 |
| 3480 | race_Black | native-country_Portugal | -0.011 | 0.011 | -0.0891 | -0.0105 |
| 2626 | occupation_Protective-serv | native-country_? | -0.011 | 0.011 | 0.0281 | 0.00304 |
| 3966 | native-country_China | education-numGRP_3_[6,8] | -0.0109 | 0.0109 | 0.00291 | -0.0975 |
| 2360 | occupation_Machine-op-inspct | native-country_Vietnam | 0.0109 | 0.0109 | -0.0694 | -0.0176 |
| 2439 | occupation_Other-service | native-country_Yugoslavia | 0.0109 | 0.0109 | -0.156 | 0.00696 |
| 507 | workclass_Local-gov | hours-per-weekGRP_3_[40,50] | -0.0109 | 0.0109 | 0.0331 | 0.172 |
| 2848 | occupation_Transport-moving | native-country_China | -0.0109 | 0.0109 | -0.0215 | 0.00291 |
| 3125 | relationship_Own-child | native-country_Canada | -0.0109 | 0.0109 | -0.229 | 0.0116 |
| 764 | workclass_Self-emp-inc | native-country_India | 0.0109 | 0.0109 | 0.139 | 0.0207 |
| 1820 | occupation_Adm-clerical | relationship_Other-relative | 0.0109 | 0.0109 | -0.09 | -0.0837 |
| 2116 | occupation_Exec-managerial | native-country_Taiwan | 0.0109 | 0.0109 | 0.215 | 0.014 |
| 1146 | marital-status_Divorced | native-country_Jamaica | -0.0109 | 0.0109 | -0.127 | -0.0137 |
| 4667 | native-country_Hungary | ageGRP_5_[50,60] | 0.0109 | 0.0109 | -0.00047 | 0.119 |
| 2996 | relationship_Not-in-family | native-country_France | 0.0109 | 0.0109 | -0.189 | 0.0121 |
| 20 | CapitalGainPositive | occupation_Craft-repair | -0.0109 | 0.0109 | 0.266 | -0.0126 |
| 2215 | occupation_Farming-fishing | hours-per-weekGRP_1_[0,20] | -0.0109 | 0.0109 | -0.0519 | -0.128 |
| 451 | workclass_Local-gov | native-country_? | -0.0108 | 0.0108 | 0.0331 | 0.00304 |
| 5404 | ageGRP_6_[60,INF) | hours-per-weekGRP_5_[60,INF) | -0.0108 | 0.0108 | -0.00294 | 0.0541 |
| 3005 | relationship_Not-in-family | native-country_India | -0.0108 | 0.0108 | -0.189 | 0.0207 |
| 5146 | native-country_Puerto-Rico | ageGRP_4_[40,50] | 0.0108 | 0.0108 | -0.0188 | 0.17 |
| 3320 | race_Amer-Indian-Eskimo | sex_Male | -0.0108 | 0.0108 | -0.0287 | 0.216 |
| 3319 | race_Amer-Indian-Eskimo | sex_Female | 0.0108 | 0.0108 | -0.0287 | -0.216 |
| 1559 | marital-status_Separated | occupation_Transport-moving | -0.0108 | 0.0108 | -0.0744 | -0.0215 |
| 2404 | occupation_Other-service | native-country_Dominican-Republic | 0.0108 | 0.0108 | -0.156 | -0.023 |
| 1119 | marital-status_Divorced | race_Other | -0.0108 | 0.0108 | -0.127 | -0.0318 |
| 3555 | race_Other | ageGRP_4_[40,50] | -0.0108 | 0.0108 | -0.0318 | 0.17 |
| 2409 | occupation_Other-service | native-country_Germany | -0.0108 | 0.0108 | -0.156 | 0.0122 |
| 998 | workclass_Without-pay | marital-status_Married-spouse-absent | 0.0108 | 0.0108 | -0.0117 | -0.0425 |
| 4410 | native-country_Greece | ageGRP_3_[30,40] | -0.0108 | 0.0108 | 0.00245 | 0.0568 |
| 3184 | relationship_Unmarried | race_Asian-Pac-Islander | -0.0108 | 0.0108 | -0.143 | 0.0105 |
| 4884 | native-country_Japan | ageGRP_3_[30,40] | 0.0108 | 0.0108 | 0.0149 | 0.0568 |
| 5282 | native-country_United-States | education-numGRP_5_[10,13] | 0.0108 | 0.0108 | 0.0345 | 0.163 |
| 4234 | native-country_El-Salvador | hours-per-weekGRP_5_[60,INF) | -0.0107 | 0.0107 | -0.0208 | 0.0541 |
| 318 | workclass_Federal-gov | marital-status_Married-civ-spouse | 0.0107 | 0.0107 | 0.0594 | 0.445 |
| 1453 | marital-status_Married-spouse-absent | hours-per-weekGRP_4_[50,60] | -0.0107 | 0.0107 | -0.0425 | 0.131 |
| 2434 | occupation_Other-service | native-country_Taiwan | -0.0107 | 0.0107 | -0.156 | 0.014 |
| 855 | workclass_Self-emp-not-inc | native-country_Haiti | -0.0107 | 0.0107 | 0.03 | -0.0129 |
| 5197 | native-country_South | education-numGRP_2_[4,6] | -0.0107 | 0.0107 | -0.00474 | -0.0904 |
| 129 | CapitalLossPositive | occupation_Priv-house-serv | -0.0107 | 0.0107 | 0.139 | -0.0371 |
| 2722 | occupation_Sales | native-country_Italy | -0.0107 | 0.0107 | 0.0237 | 0.0113 |
| 63 | CapitalGainPositive | native-country_Hungary | 0.0107 | 0.0107 | 0.266 | -0.00047 |
| 3140 | relationship_Own-child | native-country_Hong | -0.0106 | 0.0106 | -0.229 | 0.00343 |
| 151 | CapitalLossPositive | native-country_China | 0.0106 | 0.0106 | 0.139 | 0.00291 |
| 4708 | native-country_India | education-numGRP_1_[1,4] | -0.0106 | 0.0106 | 0.0207 | -0.0835 |
| 5130 | native-country_Portugal | hours-per-weekGRP_1_[0,20] | -0.0106 | 0.0106 | -0.0105 | -0.128 |
| 4117 | native-country_Dominican-Republic | ageGRP_1_[0,20] | -0.0106 | 0.0106 | -0.023 | -0.159 |
| 2295 | occupation_Handlers-cleaners | hours-per-weekGRP_1_[0,20] | 0.0106 | 0.0106 | -0.0873 | -0.128 |
| 5263 | native-country_Trinadad&Tobago | education-numGRP_5_[10,13] | -0.0106 | 0.0106 | -0.00766 | 0.163 |
| 2743 | occupation_Sales | ageGRP_2_[20,30] | 0.0106 | 0.0106 | 0.0237 | -0.213 |
| 1089 | marital-status_Divorced | marital-status_Married-AF-spouse | -0.0106 | 0.0106 | -0.127 | 0.0121 |
| 4233 | native-country_El-Salvador | hours-per-weekGRP_4_[50,60] | -0.0106 | 0.0106 | -0.0208 | 0.131 |
| 1300 | marital-status_Married-civ-spouse | race_Asian-Pac-Islander | 0.0106 | 0.0106 | 0.445 | 0.0105 |
| 5040 | native-country_Peru | ageGRP_4_[40,50] | 0.0106 | 0.0106 | -0.0127 | 0.17 |
| 3778 | native-country_? | native-country_Philippines | -0.0106 | 0.0106 | 0.00304 | 0.0123 |
| 4928 | native-country_Laos | hours-per-weekGRP_2_[20,40] | 0.0105 | 0.0105 | -0.00713 | -0.153 |
| 2090 | occupation_Exec-managerial | native-country_France | 0.0105 | 0.0105 | 0.215 | 0.0121 |
| 5151 | native-country_Puerto-Rico | education-numGRP_3_[6,8] | 0.0105 | 0.0105 | -0.0188 | -0.0975 |
| 2559 | occupation_Prof-specialty | native-country_El-Salvador | -0.0105 | 0.0105 | 0.186 | -0.0208 |
| 3584 | race_White | native-country_Guatemala | 0.0105 | 0.0105 | 0.0852 | -0.0201 |
| 4955 | native-country_Mexico | education-numGRP_3_[6,8] | 0.0104 | 0.0104 | -0.0629 | -0.0975 |
| 1470 | marital-status_Never-married | occupation_Tech-support | 0.0104 | 0.0104 | -0.318 | 0.0257 |
| 2714 | occupation_Sales | native-country_Haiti | -0.0104 | 0.0104 | 0.0237 | -0.0129 |
| 5202 | native-country_South | hours-per-weekGRP_1_[0,20] | 0.0104 | 0.0104 | -0.00474 | -0.128 |
| 4673 | native-country_Hungary | education-numGRP_5_[10,13] | 0.0104 | 0.0104 | -0.00047 | 0.163 |
| 775 | workclass_Self-emp-inc | native-country_Philippines | -0.0104 | 0.0104 | 0.139 | 0.0123 |
| 3393 | race_Asian-Pac-Islander | native-country_El-Salvador | -0.0104 | 0.0104 | 0.0105 | -0.0208 |
| 3636 | sex_Female | native-country_Cuba | 0.0104 | 0.0104 | -0.216 | 0.00283 |
| 3695 | sex_Male | native-country_Cuba | -0.0104 | 0.0104 | 0.216 | 0.00283 |
| 2034 | occupation_Craft-repair | native-country_Taiwan | -0.0103 | 0.0103 | -0.0126 | 0.014 |
| 3338 | race_Amer-Indian-Eskimo | native-country_Hong | 0.0103 | 0.0103 | -0.0287 | 0.00343 |
| 4468 | native-country_Guatemala | hours-per-weekGRP_4_[50,60] | -0.0103 | 0.0103 | -0.0201 | 0.131 |
| 2889 | occupation_Transport-moving | ageGRP_3_[30,40] | 0.0103 | 0.0103 | -0.0215 | 0.0568 |
| 5317 | native-country_Yugoslavia | education-numGRP_5_[10,13] | 0.0103 | 0.0103 | 0.00696 | 0.163 |
| 4740 | native-country_Iran | ageGRP_1_[0,20] | -0.0103 | 0.0103 | 0.0151 | -0.159 |
| 3058 | relationship_Other-relative | native-country_China | 0.0103 | 0.0103 | -0.0837 | 0.00291 |
| 3912 | native-country_Canada | education-numGRP_4_[8,10] | -0.0103 | 0.0103 | 0.0116 | -0.176 |
| 4232 | native-country_El-Salvador | hours-per-weekGRP_3_[40,50] | -0.0102 | 0.0102 | -0.0208 | 0.172 |
| 3364 | race_Amer-Indian-Eskimo | ageGRP_2_[20,30] | 0.0102 | 0.0102 | -0.0287 | -0.213 |
| 447 | workclass_Local-gov | race_Other | -0.0102 | 0.0102 | 0.0331 | -0.0318 |
| 1334 | marital-status_Married-civ-spouse | native-country_Outlying-US(Guam-USVI-etc) | -0.0102 | 0.0102 | 0.445 | -0.0117 |
| 243 | workclass_? | race_Amer-Indian-Eskimo | 0.0102 | 0.0102 | -0.0782 | -0.0287 |
| 2343 | occupation_Machine-op-inspct | native-country_Jamaica | -0.0102 | 0.0102 | -0.0694 | -0.0137 |
| 1825 | occupation_Adm-clerical | race_Asian-Pac-Islander | 0.0102 | 0.0102 | -0.09 | 0.0105 |
| 1516 | marital-status_Never-married | native-country_Poland | -0.0102 | 0.0102 | -0.318 | -0.0041 |
| 3567 | race_Other | hours-per-weekGRP_4_[50,60] | -0.0102 | 0.0102 | -0.0318 | 0.131 |
| 1866 | occupation_Adm-clerical | native-country_South | -0.0102 | 0.0102 | -0.09 | -0.00474 |
| 4986 | native-country_Nicaragua | education-numGRP_3_[6,8] | 0.0102 | 0.0102 | -0.0138 | -0.0975 |
| 1537 | marital-status_Never-married | education-numGRP_5_[10,13] | -0.0102 | 0.0102 | -0.318 | 0.163 |
| 1104 | marital-status_Divorced | occupation_Priv-house-serv | 0.0102 | 0.0102 | -0.127 | -0.0371 |
| 2806 | occupation_Tech-support | native-country_Puerto-Rico | -0.0101 | 0.0101 | 0.0257 | -0.0188 |
| 4510 | native-country_Haiti | hours-per-weekGRP_2_[20,40] | 0.0101 | 0.0101 | -0.0129 | -0.153 |
| 1163 | marital-status_Divorced | native-country_Vietnam | -0.0101 | 0.0101 | -0.127 | -0.0176 |
| 3259 | relationship_Wife | native-country_China | 0.0101 | 0.0101 | 0.123 | 0.00291 |
| 2356 | occupation_Machine-op-inspct | native-country_Taiwan | -0.0101 | 0.0101 | -0.0694 | 0.014 |
| 4280 | native-country_England | hours-per-weekGRP_2_[20,40] | -0.0101 | 0.0101 | 0.0114 | -0.153 |
| 1261 | marital-status_Married-AF-spouse | ageGRP_5_[50,60] | -0.0101 | 0.0101 | 0.0121 | 0.119 |
| 971 | workclass_State-gov | native-country_South | -0.0101 | 0.0101 | 0.0148 | -0.00474 |
| 1739 | occupation_? | race_Amer-Indian-Eskimo | 0.0101 | 0.0101 | -0.0786 | -0.0287 |
| 1134 | marital-status_Divorced | native-country_Germany | 0.0101 | 0.0101 | -0.127 | 0.0122 |
| 2681 | occupation_Protective-serv | hours-per-weekGRP_2_[20,40] | 0.0101 | 0.0101 | 0.0281 | -0.153 |
| 2108 | occupation_Exec-managerial | native-country_Outlying-US(Guam-USVI-etc) | 0.0101 | 0.0101 | 0.215 | -0.0117 |
| 3423 | race_Asian-Pac-Islander | native-country_Trinadad&Tobago | 0.0101 | 0.0101 | 0.0105 | -0.00766 |
| 2244 | occupation_Handlers-cleaners | native-country_China | -0.0101 | 0.0101 | -0.0873 | 0.00291 |
| 3477 | race_Black | native-country_Peru | -0.0101 | 0.0101 | -0.0891 | -0.0127 |
| 3702 | sex_Male | native-country_Greece | 0.01 | 0.01 | 0.216 | 0.00245 |
| 3643 | sex_Female | native-country_Greece | -0.01 | 0.01 | -0.216 | 0.00245 |
| 604 | workclass_Never-worked | hours-per-weekGRP_1_[0,20] | 0.01 | 0.01 | -0.00826 | -0.128 |
| 192 | CapitalLossPositive | ageGRP_3_[30,40] | 0.01 | 0.01 | 0.139 | 0.0568 |
| 3126 | relationship_Own-child | native-country_China | -0.01 | 0.01 | -0.229 | 0.00291 |
| 132 | CapitalLossPositive | occupation_Sales | 0.01 | 0.01 | 0.139 | 0.0237 |
| 470 | workclass_Local-gov | native-country_India | -0.01 | 0.01 | 0.0331 | 0.0207 |
| 739 | workclass_Self-emp-inc | race_Asian-Pac-Islander | 0.00998 | 0.00998 | 0.139 | 0.0105 |
| 1517 | marital-status_Never-married | native-country_Portugal | -0.00998 | 0.00998 | -0.318 | -0.0105 |
| 1645 | marital-status_Widowed | occupation_Tech-support | -0.00998 | 0.00998 | -0.0644 | 0.0257 |
| 3212 | relationship_Unmarried | native-country_Italy | -0.00998 | 0.00998 | -0.143 | 0.0113 |
| 4890 | native-country_Japan | education-numGRP_3_[6,8] | -0.00996 | 0.00996 | 0.0149 | -0.0975 |
| 408 | workclass_Federal-gov | hours-per-weekGRP_4_[50,60] | -0.00995 | 0.00995 | 0.0594 | 0.131 |
| 2919 | relationship_Husband | native-country_China | 0.00993 | 0.00993 | 0.401 | 0.00291 |
| 3600 | race_White | native-country_Peru | 0.00993 | 0.00993 | 0.0852 | -0.0127 |
| 2520 | occupation_Priv-house-serv | ageGRP_4_[40,50] | -0.00993 | 0.00993 | -0.0371 | 0.17 |
| 5200 | native-country_South | education-numGRP_5_[10,13] | 0.00992 | 0.00992 | -0.00474 | 0.163 |
| 2869 | occupation_Transport-moving | native-country_Japan | -0.00992 | 0.00992 | -0.0215 | 0.0149 |
| 3196 | relationship_Unmarried | native-country_Dominican-Republic | 0.0099 | 0.0099 | -0.143 | -0.023 |
| 5350 | ageGRP_2_[20,30] | hours-per-weekGRP_1_[0,20] | -0.0099 | 0.0099 | -0.213 | -0.128 |
| 2489 | occupation_Priv-house-serv | native-country_Haiti | 0.00989 | 0.00989 | -0.0371 | -0.0129 |
| 966 | workclass_State-gov | native-country_Philippines | -0.00988 | 0.00988 | 0.0148 | 0.0123 |
| 3272 | relationship_Wife | native-country_Honduras | 0.00987 | 0.00987 | 0.123 | -0.00766 |
| 2655 | occupation_Protective-serv | native-country_Peru | 0.00985 | 0.00985 | 0.0281 | -0.0127 |
| 2180 | occupation_Farming-fishing | native-country_India | -0.00985 | 0.00985 | -0.0519 | 0.0207 |
| 1140 | marital-status_Divorced | native-country_Hong | -0.00985 | 0.00985 | -0.127 | 0.00343 |
| 1339 | marital-status_Married-civ-spouse | native-country_Puerto-Rico | -0.00984 | 0.00984 | 0.445 | -0.0188 |
| 1852 | occupation_Adm-clerical | native-country_Ireland | -0.00983 | 0.00983 | -0.09 | -0.00206 |
| 2670 | occupation_Protective-serv | ageGRP_3_[30,40] | 0.00982 | 0.00982 | 0.0281 | 0.0568 |
| 2068 | occupation_Exec-managerial | relationship_Not-in-family | -0.00982 | 0.00982 | 0.215 | -0.189 |
| 3390 | race_Asian-Pac-Islander | native-country_Cuba | -0.00982 | 0.00982 | 0.0105 | 0.00283 |
| 1578 | marital-status_Separated | native-country_Cuba | 0.00981 | 0.00981 | -0.0744 | 0.00283 |
| 895 | workclass_Self-emp-not-inc | hours-per-weekGRP_1_[0,20] | 0.00981 | 0.00981 | 0.03 | -0.128 |
| 4885 | native-country_Japan | ageGRP_4_[40,50] | 0.00979 | 0.00979 | 0.0149 | 0.17 |
| 2781 | occupation_Tech-support | native-country_El-Salvador | -0.00979 | 0.00979 | 0.0257 | -0.0208 |
| 69 | CapitalGainPositive | native-country_Japan | 0.00978 | 0.00978 | 0.266 | 0.0149 |
| 2760 | occupation_Tech-support | relationship_Husband | -0.00978 | 0.00978 | 0.0257 | 0.401 |
| 4325 | native-country_France | education-numGRP_5_[10,13] | 0.00977 | 0.00977 | 0.0121 | 0.163 |
| 1126 | marital-status_Divorced | native-country_China | -0.00977 | 0.00977 | -0.127 | 0.00291 |
| 1345 | marital-status_Married-civ-spouse | native-country_United-States | -0.00976 | 0.00976 | 0.445 | 0.0345 |
| 3460 | race_Black | native-country_Greece | -0.00973 | 0.00973 | -0.0891 | 0.00245 |
| 3130 | relationship_Own-child | native-country_Ecuador | -0.00971 | 0.00971 | -0.229 | -0.00672 |
| 3074 | relationship_Other-relative | native-country_India | 0.0097 | 0.0097 | -0.0837 | 0.0207 |
| 5296 | native-country_Vietnam | education-numGRP_1_[1,4] | 0.0097 | 0.0097 | -0.0176 | -0.0835 |
| 2358 | occupation_Machine-op-inspct | native-country_Trinadad&Tobago | 0.0097 | 0.0097 | -0.0694 | -0.00766 |
| 1381 | marital-status_Married-spouse-absent | occupation_Tech-support | -0.00969 | 0.00969 | -0.0425 | 0.0257 |
| 3645 | sex_Female | native-country_Haiti | 0.00968 | 0.00968 | -0.216 | -0.0129 |
| 3704 | sex_Male | native-country_Haiti | -0.00968 | 0.00968 | 0.216 | -0.0129 |
| 2458 | occupation_Priv-house-serv | occupation_Protective-serv | -0.00967 | 0.00967 | -0.0371 | 0.0281 |
| 148 | CapitalLossPositive | native-country_? | 0.00967 | 0.00967 | 0.139 | 0.00304 |
| 2721 | occupation_Sales | native-country_Ireland | -0.00965 | 0.00965 | 0.0237 | -0.00206 |
| 3496 | race_Black | education-numGRP_1_[1,4] | -0.00964 | 0.00964 | -0.0891 | -0.0835 |
| 4590 | native-country_Honduras | education-numGRP_3_[6,8] | 0.00964 | 0.00964 | -0.00766 | -0.0975 |
| 57 | CapitalGainPositive | native-country_Greece | 0.00963 | 0.00963 | 0.266 | 0.00245 |
| 1124 | marital-status_Divorced | native-country_Cambodia | -0.00961 | 0.00961 | -0.127 | 0.00721 |
| 696 | workclass_Private | education-numGRP_1_[1,4] | 0.00961 | 0.00961 | -0.0785 | -0.0835 |
| 183 | CapitalLossPositive | native-country_South | 0.00961 | 0.00961 | 0.139 | -0.00474 |
| 2769 | occupation_Tech-support | race_Other | -0.0096 | 0.0096 | 0.0257 | -0.0318 |
| 4119 | native-country_Dominican-Republic | ageGRP_3_[30,40] | -0.0096 | 0.0096 | -0.023 | 0.0568 |
| 4223 | native-country_El-Salvador | ageGRP_6_[60,INF) | -0.0096 | 0.0096 | -0.0208 | -0.00294 |
| 2029 | occupation_Craft-repair | native-country_Poland | 0.0096 | 0.0096 | -0.0126 | -0.0041 |
| 2339 | occupation_Machine-op-inspct | native-country_India | -0.00959 | 0.00959 | -0.0694 | 0.0207 |
| 1136 | marital-status_Divorced | native-country_Guatemala | -0.00956 | 0.00956 | -0.127 | -0.0201 |
| 3455 | race_Black | native-country_Ecuador | -0.00956 | 0.00956 | -0.0891 | -0.00672 |
| 1844 | occupation_Adm-clerical | native-country_Guatemala | -0.00956 | 0.00956 | -0.09 | -0.0201 |
| 1769 | occupation_? | native-country_Jamaica | -0.00956 | 0.00956 | -0.0786 | -0.0137 |
| 273 | workclass_? | native-country_Jamaica | -0.00953 | 0.00953 | -0.0782 | -0.0137 |
| 3136 | relationship_Own-child | native-country_Guatemala | -0.00949 | 0.00949 | -0.229 | -0.0201 |
| 2578 | occupation_Prof-specialty | native-country_Nicaragua | -0.00949 | 0.00949 | 0.186 | -0.0138 |
| 3004 | relationship_Not-in-family | native-country_Hungary | 0.00947 | 0.00947 | -0.189 | -0.00047 |
| 942 | workclass_State-gov | native-country_Dominican-Republic | -0.00946 | 0.00946 | 0.0148 | -0.023 |
| 1336 | marital-status_Married-civ-spouse | native-country_Philippines | 0.00946 | 0.00946 | 0.445 | 0.0123 |
| 5158 | native-country_Puerto-Rico | hours-per-weekGRP_4_[50,60] | -0.00945 | 0.00945 | -0.0188 | 0.131 |
| 545 | workclass_Never-worked | race_Black | 0.00945 | 0.00945 | -0.00826 | -0.0891 |
| 1323 | marital-status_Married-civ-spouse | native-country_Hong | 0.00945 | 0.00945 | 0.445 | 0.00343 |
| 5396 | ageGRP_6_[60,INF) | education-numGRP_3_[6,8] | -0.00944 | 0.00944 | -0.00294 | -0.0975 |
| 2435 | occupation_Other-service | native-country_Thailand | 0.00944 | 0.00944 | -0.156 | -0.00408 |
| 3288 | relationship_Wife | native-country_Portugal | 0.00944 | 0.00944 | 0.123 | -0.0105 |
| 5051 | native-country_Peru | hours-per-weekGRP_3_[40,50] | -0.00942 | 0.00942 | -0.0127 | 0.172 |
| 4848 | native-country_Jamaica | ageGRP_1_[0,20] | -0.00941 | 0.00941 | -0.0137 | -0.159 |
| 3581 | race_White | native-country_France | 0.00941 | 0.00941 | 0.0852 | 0.0121 |
| 5092 | native-country_Poland | ageGRP_1_[0,20] | -0.00941 | 0.00941 | -0.0041 | -0.159 |
| 3583 | race_White | native-country_Greece | 0.00941 | 0.00941 | 0.0852 | 0.00245 |
| 4887 | native-country_Japan | ageGRP_6_[60,INF) | -0.0094 | 0.0094 | 0.0149 | -0.00294 |
| 3582 | race_White | native-country_Germany | 0.00937 | 0.00937 | 0.0852 | 0.0122 |
| 1148 | marital-status_Divorced | native-country_Laos | -0.00935 | 0.00935 | -0.127 | -0.00713 |
| 517 | workclass_Never-worked | marital-status_Married-civ-spouse | -0.00933 | 0.00933 | -0.00826 | 0.445 |
| 4702 | native-country_India | ageGRP_1_[0,20] | -0.00933 | 0.00933 | 0.0207 | -0.159 |
| 4984 | native-country_Nicaragua | education-numGRP_1_[1,4] | 0.0093 | 0.0093 | -0.0138 | -0.0835 |
| 4012 | native-country_Columbia | ageGRP_1_[0,20] | -0.00929 | 0.00929 | -0.0206 | -0.159 |
| 4542 | native-country_Holand-Netherlands | ageGRP_3_[30,40] | 0.00929 | 0.00929 | -0.00312 | 0.0568 |
| 688 | workclass_Private | native-country_Vietnam | 0.00929 | 0.00929 | -0.0785 | -0.0176 |
| 2778 | occupation_Tech-support | native-country_Cuba | -0.00927 | 0.00927 | 0.0257 | 0.00283 |
| 2945 | relationship_Husband | native-country_Peru | -0.00925 | 0.00925 | 0.401 | -0.0127 |
| 3429 | race_Asian-Pac-Islander | ageGRP_3_[30,40] | 0.00925 | 0.00925 | 0.0105 | 0.0568 |
| 1623 | marital-status_Separated | education-numGRP_3_[6,8] | 0.00924 | 0.00924 | -0.0744 | -0.0975 |
| 2766 | occupation_Tech-support | race_Amer-Indian-Eskimo | -0.00923 | 0.00923 | 0.0257 | -0.0287 |
| 3292 | relationship_Wife | native-country_Taiwan | 0.00923 | 0.00923 | 0.123 | 0.014 |
| 4346 | native-country_Germany | native-country_Mexico | -0.00923 | 0.00923 | 0.0122 | -0.0629 |
| 2 | CapitalGainPositive | workclass_Federal-gov | 0.00923 | 0.00923 | 0.266 | 0.0594 |
| 4180 | native-country_Ecuador | hours-per-weekGRP_1_[0,20] | -0.00922 | 0.00922 | -0.00672 | -0.128 |
| 5072 | native-country_Philippines | education-numGRP_2_[4,6] | -0.0092 | 0.0092 | 0.0123 | -0.0904 |
| 51 | CapitalGainPositive | native-country_Dominican-Republic | -0.00919 | 0.00919 | 0.266 | -0.023 |
| 4128 | native-country_Dominican-Republic | education-numGRP_6_[13,16) | -0.00919 | 0.00919 | -0.023 | 0.269 |
| 3853 | native-country_Cambodia | education-numGRP_1_[1,4] | 0.00918 | 0.00918 | 0.00721 | -0.0835 |
| 3086 | relationship_Other-relative | native-country_Poland | 0.00918 | 0.00918 | -0.0837 | -0.0041 |
| 5259 | native-country_Trinadad&Tobago | education-numGRP_1_[1,4] | 0.00918 | 0.00918 | -0.00766 | -0.0835 |
| 2713 | occupation_Sales | native-country_Guatemala | -0.00917 | 0.00917 | 0.0237 | -0.0201 |
| 1734 | occupation_? | relationship_Not-in-family | -0.00917 | 0.00917 | -0.0786 | -0.189 |
| 727 | workclass_Self-emp-inc | occupation_Prof-specialty | 0.00917 | 0.00917 | 0.139 | 0.186 |
| 3612 | race_White | native-country_Yugoslavia | 0.00916 | 0.00916 | 0.0852 | 0.00696 |
| 5294 | native-country_Vietnam | ageGRP_5_[50,60] | -0.00915 | 0.00915 | -0.0176 | 0.119 |
| 1206 | marital-status_Married-AF-spouse | relationship_Unmarried | -0.00915 | 0.00915 | 0.0121 | -0.143 |
| 2568 | occupation_Prof-specialty | native-country_Hong | 0.00914 | 0.00914 | 0.186 | 0.00343 |
| 3186 | relationship_Unmarried | race_Other | 0.00914 | 0.00914 | -0.143 | -0.0318 |
| 2732 | occupation_Sales | native-country_Portugal | -0.00909 | 0.00909 | 0.0237 | -0.0105 |
| 4461 | native-country_Guatemala | education-numGRP_3_[6,8] | 0.00909 | 0.00909 | -0.0201 | -0.0975 |
| 4853 | native-country_Jamaica | ageGRP_6_[60,INF) | -0.00909 | 0.00909 | -0.0137 | -0.00294 |
| 5144 | native-country_Puerto-Rico | ageGRP_2_[20,30] | -0.00909 | 0.00909 | -0.0188 | -0.213 |
| 3408 | race_Asian-Pac-Islander | native-country_Jamaica | -0.00907 | 0.00907 | 0.0105 | -0.0137 |
| 5256 | native-country_Trinadad&Tobago | ageGRP_4_[40,50] | 0.00906 | 0.00906 | -0.00766 | 0.17 |
| 1254 | marital-status_Married-AF-spouse | native-country_United-States | 0.00906 | 0.00906 | 0.0121 | 0.0345 |
| 949 | workclass_State-gov | native-country_Guatemala | -0.00904 | 0.00904 | 0.0148 | -0.0201 |
| 1369 | marital-status_Married-spouse-absent | occupation_Adm-clerical | 0.00904 | 0.00904 | -0.0425 | -0.09 |
| 1691 | marital-status_Widowed | native-country_Poland | 0.00904 | 0.00904 | -0.0644 | -0.0041 |
| 2323 | occupation_Machine-op-inspct | native-country_China | 0.00904 | 0.00904 | -0.0694 | 0.00291 |
| 5220 | native-country_Taiwan | education-numGRP_3_[6,8] | -0.00903 | 0.00903 | 0.014 | -0.0975 |
| 3974 | native-country_China | hours-per-weekGRP_5_[60,INF) | -0.00903 | 0.00903 | 0.00291 | 0.0541 |
| 4792 | native-country_Ireland | hours-per-weekGRP_4_[50,60] | 0.00901 | 0.00901 | -0.00206 | 0.131 |
| 5067 | native-country_Philippines | ageGRP_3_[30,40] | 0.00901 | 0.00901 | 0.0123 | 0.0568 |
| 1401 | marital-status_Married-spouse-absent | native-country_Cuba | 0.00901 | 0.00901 | -0.0425 | 0.00283 |
| 3317 | race_Amer-Indian-Eskimo | race_Other | -0.009 | 0.009 | -0.0287 | -0.0318 |
| 4829 | native-country_Italy | hours-per-weekGRP_5_[60,INF) | 0.00899 | 0.00899 | 0.0113 | 0.0541 |
| 2881 | occupation_Transport-moving | native-country_Taiwan | -0.00899 | 0.00899 | -0.0215 | 0.014 |
| 2576 | occupation_Prof-specialty | native-country_Laos | -0.00898 | 0.00898 | 0.186 | -0.00713 |
| 238 | workclass_? | relationship_Not-in-family | -0.00895 | 0.00895 | -0.0782 | -0.189 |
| 1511 | marital-status_Never-married | native-country_Mexico | 0.00895 | 0.00895 | -0.318 | -0.0629 |
| 3 | CapitalGainPositive | workclass_Local-gov | 0.00892 | 0.00892 | 0.266 | 0.0331 |
| 3022 | relationship_Not-in-family | native-country_Taiwan | -0.00892 | 0.00892 | -0.189 | 0.014 |
| 1421 | marital-status_Married-spouse-absent | native-country_Laos | 0.00892 | 0.00892 | -0.0425 | -0.00713 |
| 5105 | native-country_Poland | hours-per-weekGRP_2_[20,40] | 0.00891 | 0.00891 | -0.0041 | -0.153 |
| 3691 | sex_Male | native-country_Cambodia | 0.00888 | 0.00888 | 0.216 | 0.00721 |
| 1158 | marital-status_Divorced | native-country_South | -0.00888 | 0.00888 | -0.127 | -0.00474 |
| 3632 | sex_Female | native-country_Cambodia | -0.00888 | 0.00888 | -0.216 | 0.00721 |
| 2693 | occupation_Sales | race_Amer-Indian-Eskimo | -0.00887 | 0.00887 | 0.0237 | -0.0287 |
| 1135 | marital-status_Divorced | native-country_Greece | -0.00887 | 0.00887 | -0.127 | 0.00245 |
| 2184 | occupation_Farming-fishing | native-country_Jamaica | -0.00886 | 0.00886 | -0.0519 | -0.0137 |
| 3469 | race_Black | native-country_Ireland | -0.00885 | 0.00885 | -0.0891 | -0.00206 |
| 3706 | sex_Male | native-country_Honduras | -0.00882 | 0.00882 | 0.216 | -0.00766 |
| 3647 | sex_Female | native-country_Honduras | 0.00882 | 0.00882 | -0.216 | -0.00766 |
| 2850 | occupation_Transport-moving | native-country_Cuba | 0.00881 | 0.00881 | -0.0215 | 0.00283 |
| 2196 | occupation_Farming-fishing | native-country_South | -0.00881 | 0.00881 | -0.0519 | -0.00474 |
| 2471 | occupation_Priv-house-serv | race_Other | 0.00881 | 0.00881 | -0.0371 | -0.0318 |
| 1320 | marital-status_Married-civ-spouse | native-country_Haiti | -0.00879 | 0.00879 | 0.445 | -0.0129 |
| 5301 | native-country_Vietnam | education-numGRP_6_[13,16) | -0.00878 | 0.00878 | -0.0176 | 0.269 |
| 3759 | native-country_? | native-country_Germany | -0.00878 | 0.00878 | 0.00304 | 0.0122 |
| 2172 | occupation_Farming-fishing | native-country_Germany | -0.00878 | 0.00878 | -0.0519 | 0.0122 |
| 2953 | relationship_Husband | native-country_Thailand | -0.00876 | 0.00876 | 0.401 | -0.00408 |
| 967 | workclass_State-gov | native-country_Poland | -0.00875 | 0.00875 | 0.0148 | -0.0041 |
| 594 | workclass_Never-worked | ageGRP_3_[30,40] | -0.00875 | 0.00875 | -0.00826 | 0.0568 |
| 1832 | occupation_Adm-clerical | native-country_Cambodia | -0.00874 | 0.00874 | -0.09 | 0.00721 |
| 1154 | marital-status_Divorced | native-country_Poland | -0.00873 | 0.00873 | -0.127 | -0.0041 |
| 4511 | native-country_Haiti | hours-per-weekGRP_3_[40,50] | -0.00871 | 0.00871 | -0.0129 | 0.172 |
| 3849 | native-country_Cambodia | ageGRP_3_[30,40] | 0.00871 | 0.00871 | 0.00721 | 0.0568 |
| 2660 | occupation_Protective-serv | native-country_Scotland | 0.00871 | 0.00871 | 0.0281 | 0.00041 |
| 2994 | relationship_Not-in-family | native-country_El-Salvador | -0.0087 | 0.0087 | -0.189 | -0.0208 |
| 374 | workclass_Federal-gov | native-country_Jamaica | -0.0087 | 0.0087 | 0.0594 | -0.0137 |
| 2349 | occupation_Machine-op-inspct | native-country_Peru | 0.00868 | 0.00868 | -0.0694 | -0.0127 |
| 2819 | occupation_Tech-support | ageGRP_5_[50,60] | -0.00868 | 0.00868 | 0.0257 | 0.119 |
| 5314 | native-country_Yugoslavia | education-numGRP_2_[4,6] | 0.00867 | 0.00867 | 0.00696 | -0.0904 |
| 3887 | native-country_Canada | native-country_Mexico | -0.00867 | 0.00867 | 0.0116 | -0.0629 |
| 187 | CapitalLossPositive | native-country_United-States | 0.00867 | 0.00867 | 0.139 | 0.0345 |
| 293 | workclass_? | ageGRP_2_[20,30] | -0.00867 | 0.00867 | -0.0782 | -0.213 |
| 1737 | occupation_? | relationship_Unmarried | -0.00866 | 0.00866 | -0.0786 | -0.143 |
| 2109 | occupation_Exec-managerial | native-country_Peru | -0.00865 | 0.00865 | 0.215 | -0.0127 |
| 1596 | marital-status_Separated | native-country_Jamaica | 0.00865 | 0.00865 | -0.0744 | -0.0137 |
| 1569 | marital-status_Separated | race_Other | 0.00865 | 0.00865 | -0.0744 | -0.0318 |
| 5226 | native-country_Taiwan | hours-per-weekGRP_3_[40,50] | -0.00865 | 0.00865 | 0.014 | 0.172 |
| 877 | workclass_Self-emp-not-inc | native-country_Taiwan | -0.00863 | 0.00863 | 0.03 | 0.014 |
| 3407 | race_Asian-Pac-Islander | native-country_Italy | -0.00861 | 0.00861 | 0.0105 | 0.0113 |
| 2955 | relationship_Husband | native-country_United-States | 0.00859 | 0.00859 | 0.401 | 0.0345 |
| 849 | workclass_Self-emp-not-inc | native-country_El-Salvador | -0.00859 | 0.00859 | 0.03 | -0.0208 |
| 3141 | relationship_Own-child | native-country_Hungary | -0.00858 | 0.00858 | -0.229 | -0.00047 |
| 475 | workclass_Local-gov | native-country_Japan | -0.00858 | 0.00858 | 0.0331 | 0.0149 |
| 1789 | occupation_? | ageGRP_2_[20,30] | -0.00858 | 0.00858 | -0.0786 | -0.213 |
| 4457 | native-country_Guatemala | ageGRP_5_[50,60] | -0.00857 | 0.00857 | -0.0201 | 0.119 |
| 3959 | native-country_China | ageGRP_2_[20,30] | -0.00857 | 0.00857 | 0.00291 | -0.213 |
| 3154 | relationship_Own-child | native-country_Poland | -0.00857 | 0.00857 | -0.229 | -0.0041 |
| 598 | workclass_Never-worked | education-numGRP_1_[1,4] | 0.00856 | 0.00856 | -0.00826 | -0.0835 |
| 847 | workclass_Self-emp-not-inc | native-country_Dominican-Republic | -0.00856 | 0.00856 | 0.03 | -0.023 |
| 1397 | marital-status_Married-spouse-absent | native-country_Cambodia | 0.00854 | 0.00854 | -0.0425 | 0.00721 |
| 5219 | native-country_Taiwan | education-numGRP_2_[4,6] | -0.00854 | 0.00854 | 0.014 | -0.0904 |
| 4789 | native-country_Ireland | hours-per-weekGRP_1_[0,20] | -0.00854 | 0.00854 | -0.00206 | -0.128 |
| 3144 | relationship_Own-child | native-country_Ireland | -0.00854 | 0.00854 | -0.229 | -0.00206 |
| 4624 | native-country_Hong | ageGRP_2_[20,30] | 0.00854 | 0.00854 | 0.00343 | -0.213 |
| 3207 | relationship_Unmarried | native-country_Hong | -0.00853 | 0.00853 | -0.143 | 0.00343 |
| 2164 | occupation_Farming-fishing | native-country_China | -0.00853 | 0.00853 | -0.0519 | 0.00291 |
| 3142 | relationship_Own-child | native-country_India | -0.00852 | 0.00852 | -0.229 | 0.0207 |
| 509 | workclass_Local-gov | hours-per-weekGRP_5_[60,INF) | -0.00852 | 0.00852 | 0.0331 | 0.0541 |
| 1837 | occupation_Adm-clerical | native-country_Dominican-Republic | -0.00851 | 0.00851 | -0.09 | -0.023 |
| 2003 | occupation_Craft-repair | native-country_Cuba | -0.00851 | 0.00851 | -0.0126 | 0.00283 |
| 1335 | marital-status_Married-civ-spouse | native-country_Peru | -0.00851 | 0.00851 | 0.445 | -0.0127 |
| 2808 | occupation_Tech-support | native-country_South | -0.0085 | 0.0085 | 0.0257 | -0.00474 |
| 2956 | relationship_Husband | native-country_Vietnam | -0.00849 | 0.00849 | 0.401 | -0.0176 |
| 3494 | race_Black | ageGRP_5_[50,60] | -0.00848 | 0.00848 | -0.0891 | 0.119 |
| 3363 | race_Amer-Indian-Eskimo | ageGRP_1_[0,20] | -0.00847 | 0.00847 | -0.0287 | -0.159 |
| 4752 | native-country_Iran | hours-per-weekGRP_1_[0,20] | -0.00847 | 0.00847 | 0.0151 | -0.128 |
| 2592 | occupation_Prof-specialty | native-country_Yugoslavia | -0.00846 | 0.00846 | 0.186 | 0.00696 |
| 1291 | marital-status_Married-civ-spouse | occupation_Tech-support | -0.00845 | 0.00845 | 0.445 | 0.0257 |
| 1883 | occupation_Adm-clerical | education-numGRP_5_[10,13] | -0.00845 | 0.00845 | -0.09 | 0.163 |
| 3238 | relationship_Unmarried | education-numGRP_1_[1,4] | 0.00845 | 0.00845 | -0.143 | -0.0835 |
| 1377 | marital-status_Married-spouse-absent | occupation_Priv-house-serv | 0.00844 | 0.00844 | -0.0425 | -0.0371 |
| 1188 | marital-status_Married-AF-spouse | occupation_Adm-clerical | 0.00844 | 0.00844 | 0.0121 | -0.09 |
| 4813 | native-country_Italy | ageGRP_1_[0,20] | -0.00844 | 0.00844 | 0.0113 | -0.159 |
| 2073 | occupation_Exec-managerial | race_Amer-Indian-Eskimo | -0.00844 | 0.00844 | 0.215 | -0.0287 |
| 3802 | native-country_? | hours-per-weekGRP_1_[0,20] | -0.00844 | 0.00844 | 0.00304 | -0.128 |
| 4408 | native-country_Greece | ageGRP_1_[0,20] | -0.00844 | 0.00844 | 0.00245 | -0.159 |
| 5276 | native-country_United-States | ageGRP_5_[50,60] | 0.00843 | 0.00843 | 0.0345 | 0.119 |
| 340 | workclass_Federal-gov | relationship_Other-relative | -0.00842 | 0.00842 | 0.0594 | -0.0837 |
| 2615 | occupation_Protective-serv | relationship_Other-relative | -0.00842 | 0.00842 | 0.0281 | -0.0837 |
| 4938 | native-country_Mexico | native-country_Puerto-Rico | -0.00841 | 0.00841 | -0.0629 | -0.0188 |
| 2354 | occupation_Machine-op-inspct | native-country_Scotland | 0.00841 | 0.00841 | -0.0694 | 0.00041 |
| 2880 | occupation_Transport-moving | native-country_South | -0.0084 | 0.0084 | -0.0215 | -0.00474 |
| 892 | workclass_Self-emp-not-inc | education-numGRP_4_[8,10] | -0.00838 | 0.00838 | 0.03 | -0.176 |
| 758 | workclass_Self-emp-inc | native-country_Guatemala | -0.00836 | 0.00836 | 0.139 | -0.0201 |
| 2737 | occupation_Sales | native-country_Thailand | -0.00836 | 0.00836 | 0.0237 | -0.00408 |
| 241 | workclass_? | relationship_Unmarried | -0.00836 | 0.00836 | -0.0782 | -0.143 |
| 68 | CapitalGainPositive | native-country_Jamaica | -0.00836 | 0.00836 | 0.266 | -0.0137 |
| 4859 | native-country_Jamaica | education-numGRP_6_[13,16) | -0.00836 | 0.00836 | -0.0137 | 0.269 |
| 2597 | occupation_Prof-specialty | ageGRP_5_[50,60] | 0.00835 | 0.00835 | 0.186 | 0.119 |
| 4888 | native-country_Japan | education-numGRP_1_[1,4] | -0.00835 | 0.00835 | 0.0149 | -0.0835 |
| 2206 | occupation_Farming-fishing | ageGRP_4_[40,50] | -0.00834 | 0.00834 | -0.0519 | 0.17 |
| 4469 | native-country_Guatemala | hours-per-weekGRP_5_[60,INF) | -0.00834 | 0.00834 | -0.0201 | 0.0541 |
| 2708 | occupation_Sales | native-country_El-Salvador | -0.00834 | 0.00834 | 0.0237 | -0.0208 |
| 893 | workclass_Self-emp-not-inc | education-numGRP_5_[10,13] | -0.00832 | 0.00832 | 0.03 | 0.163 |
| 4891 | native-country_Japan | education-numGRP_4_[8,10] | -0.00832 | 0.00832 | 0.0149 | -0.176 |
| 2415 | occupation_Other-service | native-country_Hong | -0.00832 | 0.00832 | -0.156 | 0.00343 |
| 2277 | occupation_Handlers-cleaners | native-country_Taiwan | -0.0083 | 0.0083 | -0.0873 | 0.014 |
| 4504 | native-country_Haiti | education-numGRP_2_[4,6] | 0.0083 | 0.0083 | -0.0129 | -0.0904 |
| 852 | workclass_Self-emp-not-inc | native-country_Germany | -0.0083 | 0.0083 | 0.03 | 0.0122 |
| 3459 | race_Black | native-country_Germany | -0.00829 | 0.00829 | -0.0891 | 0.0122 |
| 4168 | native-country_Ecuador | ageGRP_1_[0,20] | -0.00829 | 0.00829 | -0.00672 | -0.159 |
| 5246 | native-country_Thailand | hours-per-weekGRP_2_[20,40] | -0.00829 | 0.00829 | -0.00408 | -0.153 |
| 3794 | native-country_? | ageGRP_5_[50,60] | -0.00829 | 0.00829 | 0.00304 | 0.119 |
| 4748 | native-country_Iran | education-numGRP_3_[6,8] | -0.00829 | 0.00829 | 0.0151 | -0.0975 |
| 2704 | occupation_Sales | native-country_Columbia | -0.00827 | 0.00827 | 0.0237 | -0.0206 |
| 1260 | marital-status_Married-AF-spouse | ageGRP_4_[40,50] | -0.00826 | 0.00826 | 0.0121 | 0.17 |
| 5128 | native-country_Portugal | education-numGRP_5_[10,13] | -0.00826 | 0.00826 | -0.0105 | 0.163 |
| 3589 | race_White | native-country_Hungary | 0.00825 | 0.00825 | 0.0852 | -0.00047 |
| 2174 | occupation_Farming-fishing | native-country_Guatemala | 0.00825 | 0.00825 | -0.0519 | -0.0201 |
| 3750 | native-country_? | native-country_Canada | -0.00825 | 0.00825 | 0.00304 | 0.0116 |
| 2167 | occupation_Farming-fishing | native-country_Dominican-Republic | -0.00824 | 0.00824 | -0.0519 | -0.023 |
| 995 | workclass_Without-pay | marital-status_Divorced | -0.00824 | 0.00824 | -0.0117 | -0.127 |
| 3156 | relationship_Own-child | native-country_Puerto-Rico | -0.00824 | 0.00824 | -0.229 | -0.0188 |
| 602 | workclass_Never-worked | education-numGRP_5_[10,13] | -0.00823 | 0.00823 | -0.00826 | 0.163 |
| 5212 | native-country_Taiwan | ageGRP_1_[0,20] | -0.00823 | 0.00823 | 0.014 | -0.159 |
| 1205 | marital-status_Married-AF-spouse | relationship_Own-child | -0.00823 | 0.00823 | 0.0121 | -0.229 |
| 1581 | marital-status_Separated | native-country_El-Salvador | 0.00822 | 0.00822 | -0.0744 | -0.0208 |
| 3387 | race_Asian-Pac-Islander | native-country_Canada | -0.00822 | 0.00822 | 0.0105 | 0.0116 |
| 3282 | relationship_Wife | native-country_Mexico | -0.00821 | 0.00821 | 0.123 | -0.0629 |
| 2990 | relationship_Not-in-family | native-country_Columbia | 0.0082 | 0.0082 | -0.189 | -0.0206 |
| 1613 | marital-status_Separated | native-country_Vietnam | -0.00819 | 0.00819 | -0.0744 | -0.0176 |
| 2856 | occupation_Transport-moving | native-country_Germany | -0.00817 | 0.00817 | -0.0215 | 0.0122 |
| 1082 | workclass_Without-pay | education-numGRP_5_[10,13] | -0.00817 | 0.00817 | -0.0117 | 0.163 |
| 2634 | occupation_Protective-serv | native-country_El-Salvador | -0.00815 | 0.00815 | 0.0281 | -0.0208 |
| 2642 | occupation_Protective-serv | native-country_Honduras | 0.00815 | 0.00815 | 0.0281 | -0.00766 |
| 2991 | relationship_Not-in-family | native-country_Cuba | -0.00814 | 0.00814 | -0.189 | 0.00283 |
| 3262 | relationship_Wife | native-country_Dominican-Republic | 0.00814 | 0.00814 | 0.123 | -0.023 |
| 3539 | race_Other | native-country_Peru | 0.00813 | 0.00813 | -0.0318 | -0.0127 |
| 3559 | race_Other | education-numGRP_2_[4,6] | 0.00813 | 0.00813 | -0.0318 | -0.0904 |
| 2795 | occupation_Tech-support | native-country_Italy | -0.00812 | 0.00812 | 0.0257 | 0.0113 |
| 4202 | native-country_El-Salvador | native-country_Mexico | -0.00811 | 0.00811 | -0.0208 | -0.0629 |
| 2840 | occupation_Transport-moving | race_Black | 0.0081 | 0.0081 | -0.0215 | -0.0891 |
| 5216 | native-country_Taiwan | ageGRP_5_[50,60] | -0.00809 | 0.00809 | 0.014 | 0.119 |
| 4181 | native-country_Ecuador | hours-per-weekGRP_2_[20,40] | 0.00809 | 0.00809 | -0.00672 | -0.153 |
| 357 | workclass_Federal-gov | native-country_Dominican-Republic | -0.00809 | 0.00809 | 0.0594 | -0.023 |
| 3132 | relationship_Own-child | native-country_England | -0.00808 | 0.00808 | -0.229 | 0.0114 |
| 3465 | race_Black | native-country_Hong | -0.00808 | 0.00808 | -0.0891 | 0.00343 |
| 2425 | occupation_Other-service | native-country_Nicaragua | 0.00807 | 0.00807 | -0.156 | -0.0138 |
| 679 | workclass_Private | native-country_Poland | 0.00807 | 0.00807 | -0.0785 | -0.0041 |
| 4508 | native-country_Haiti | education-numGRP_6_[13,16) | -0.00806 | 0.00806 | -0.0129 | 0.269 |
| 3398 | race_Asian-Pac-Islander | native-country_Guatemala | -0.00806 | 0.00806 | 0.0105 | -0.0201 |
| 1700 | marital-status_Widowed | native-country_Vietnam | -0.00805 | 0.00805 | -0.0644 | -0.0176 |
| 1132 | marital-status_Divorced | native-country_England | 0.00804 | 0.00804 | -0.127 | 0.0114 |
| 749 | workclass_Self-emp-inc | native-country_Columbia | -0.00803 | 0.00803 | 0.139 | -0.0206 |
| 2998 | relationship_Not-in-family | native-country_Greece | -0.00802 | 0.00802 | -0.189 | 0.00245 |
| 3592 | race_White | native-country_Ireland | 0.00801 | 0.00801 | 0.0852 | -0.00206 |
| 1268 | marital-status_Married-AF-spouse | education-numGRP_6_[13,16) | -0.00801 | 0.00801 | 0.0121 | 0.269 |
| 1446 | marital-status_Married-spouse-absent | education-numGRP_3_[6,8] | 0.008 | 0.008 | -0.0425 | -0.0975 |
| 5050 | native-country_Peru | hours-per-weekGRP_2_[20,40] | 0.008 | 0.008 | -0.0127 | -0.153 |
| 3781 | native-country_? | native-country_Puerto-Rico | -0.008 | 0.008 | 0.00304 | -0.0188 |
| 4028 | native-country_Columbia | hours-per-weekGRP_5_[60,INF) | -0.008 | 0.008 | -0.0206 | 0.0541 |
| 2365 | occupation_Machine-op-inspct | ageGRP_4_[40,50] | 0.00799 | 0.00799 | -0.0694 | 0.17 |
| 5217 | native-country_Taiwan | ageGRP_6_[60,INF) | -0.00799 | 0.00799 | 0.014 | -0.00294 |
| 4456 | native-country_Guatemala | ageGRP_4_[40,50] | -0.00798 | 0.00798 | -0.0201 | 0.17 |
| 741 | workclass_Self-emp-inc | race_Other | -0.00797 | 0.00797 | 0.139 | -0.0318 |
| 1266 | marital-status_Married-AF-spouse | education-numGRP_4_[8,10] | 0.00797 | 0.00797 | 0.0121 | -0.176 |
| 2645 | occupation_Protective-serv | native-country_India | 0.00797 | 0.00797 | 0.0281 | 0.0207 |
| 2574 | occupation_Prof-specialty | native-country_Jamaica | -0.00796 | 0.00796 | 0.186 | -0.0137 |
| 2779 | occupation_Tech-support | native-country_Dominican-Republic | -0.00795 | 0.00795 | 0.0257 | -0.023 |
| 2892 | occupation_Transport-moving | ageGRP_6_[60,INF) | -0.00793 | 0.00793 | -0.0215 | -0.00294 |
| 3605 | race_White | native-country_Scotland | 0.00793 | 0.00793 | 0.0852 | 0.00041 |
| 1500 | marital-status_Never-married | native-country_Holand-Netherlands | 0.00793 | 0.00793 | -0.318 | -0.00312 |
| 3660 | sex_Female | native-country_Peru | 0.00793 | 0.00793 | -0.216 | -0.0127 |
| 3719 | sex_Male | native-country_Peru | -0.00793 | 0.00793 | 0.216 | -0.0127 |
| 1012 | workclass_Without-pay | occupation_Prof-specialty | -0.00792 | 0.00792 | -0.0117 | 0.186 |
| 2087 | occupation_Exec-managerial | native-country_Ecuador | -0.00791 | 0.00791 | 0.215 | -0.00672 |
| 2445 | occupation_Other-service | ageGRP_6_[60,INF) | -0.00789 | 0.00789 | -0.156 | -0.00294 |
| 2741 | occupation_Sales | native-country_Yugoslavia | -0.00788 | 0.00788 | 0.0237 | 0.00696 |
| 4686 | native-country_India | native-country_Mexico | -0.00788 | 0.00788 | 0.0207 | -0.0629 |
| 3356 | race_Amer-Indian-Eskimo | native-country_South | 0.00788 | 0.00788 | -0.0287 | -0.00474 |
| 3705 | sex_Male | native-country_Holand-Netherlands | -0.00788 | 0.00788 | 0.216 | -0.00312 |
| 662 | workclass_Private | native-country_Haiti | 0.00788 | 0.00788 | -0.0785 | -0.0129 |
| 3646 | sex_Female | native-country_Holand-Netherlands | 0.00788 | 0.00788 | -0.216 | -0.00312 |
| 1759 | occupation_? | native-country_Guatemala | -0.00787 | 0.00787 | -0.0786 | -0.0201 |
| 4079 | native-country_Cuba | hours-per-weekGRP_3_[40,50] | -0.00785 | 0.00785 | 0.00283 | 0.172 |
| 4747 | native-country_Iran | education-numGRP_2_[4,6] | -0.00784 | 0.00784 | 0.0151 | -0.0904 |
| 3492 | race_Black | ageGRP_3_[30,40] | 0.00784 | 0.00784 | -0.0891 | 0.0568 |
| 263 | workclass_? | native-country_Guatemala | -0.00784 | 0.00784 | -0.0782 | -0.0201 |
| 1006 | workclass_Without-pay | occupation_Exec-managerial | -0.00783 | 0.00783 | -0.0117 | 0.215 |
| 1856 | occupation_Adm-clerical | native-country_Laos | 0.00782 | 0.00782 | -0.09 | -0.00713 |
| 431 | workclass_Local-gov | occupation_Other-service | -0.00781 | 0.00781 | 0.0331 | -0.156 |
| 3057 | relationship_Other-relative | native-country_Canada | -0.00781 | 0.00781 | -0.0837 | 0.0116 |
| 1654 | marital-status_Widowed | race_Asian-Pac-Islander | -0.00781 | 0.00781 | -0.0644 | 0.0105 |
| 2479 | occupation_Priv-house-serv | native-country_Columbia | 0.00781 | 0.00781 | -0.0371 | -0.0206 |
| 3418 | race_Asian-Pac-Islander | native-country_Puerto-Rico | -0.0078 | 0.0078 | 0.0105 | -0.0188 |
| 753 | workclass_Self-emp-inc | native-country_El-Salvador | -0.0078 | 0.0078 | 0.139 | -0.0208 |
| 2021 | occupation_Craft-repair | native-country_Jamaica | -0.0078 | 0.0078 | -0.0126 | -0.0137 |
| 4778 | native-country_Ireland | ageGRP_2_[20,30] | 0.00779 | 0.00779 | -0.00206 | -0.213 |
| 4635 | native-country_Hong | hours-per-weekGRP_1_[0,20] | -0.00779 | 0.00779 | 0.00343 | -0.128 |
| 1512 | marital-status_Never-married | native-country_Nicaragua | 0.00779 | 0.00779 | -0.318 | -0.0138 |
| 2426 | occupation_Other-service | native-country_Outlying-US(Guam-USVI-etc) | 0.00778 | 0.00778 | -0.156 | -0.0117 |
| 878 | workclass_Self-emp-not-inc | native-country_Thailand | 0.00777 | 0.00777 | 0.03 | -0.00408 |
| 2243 | occupation_Handlers-cleaners | native-country_Canada | -0.00777 | 0.00777 | -0.0873 | 0.0116 |
| 2867 | occupation_Transport-moving | native-country_Italy | -0.00776 | 0.00776 | -0.0215 | 0.0113 |
| 4122 | native-country_Dominican-Republic | ageGRP_6_[60,INF) | -0.00775 | 0.00775 | -0.023 | -0.00294 |
| 4625 | native-country_Hong | ageGRP_3_[30,40] | 0.00775 | 0.00775 | 0.00343 | 0.0568 |
| 1273 | marital-status_Married-AF-spouse | hours-per-weekGRP_5_[60,INF) | 0.00775 | 0.00775 | 0.0121 | 0.0541 |
| 3389 | race_Asian-Pac-Islander | native-country_Columbia | -0.00774 | 0.00774 | 0.0105 | -0.0206 |
| 3756 | native-country_? | native-country_El-Salvador | -0.00772 | 0.00772 | 0.00304 | -0.0208 |
| 1449 | marital-status_Married-spouse-absent | education-numGRP_6_[13,16) | -0.00772 | 0.00772 | -0.0425 | 0.269 |
| 1497 | marital-status_Never-married | native-country_Greece | -0.00771 | 0.00771 | -0.318 | 0.00245 |
| 253 | workclass_? | native-country_China | 0.0077 | 0.0077 | -0.0782 | 0.00291 |
| 2506 | occupation_Priv-house-serv | native-country_Poland | 0.0077 | 0.0077 | -0.0371 | -0.0041 |
| 2431 | occupation_Other-service | native-country_Puerto-Rico | 0.0077 | 0.0077 | -0.156 | -0.0188 |
| 1212 | marital-status_Married-AF-spouse | race_White | 0.0077 | 0.0077 | 0.0121 | 0.0852 |
| 5049 | native-country_Peru | hours-per-weekGRP_1_[0,20] | 0.0077 | 0.0077 | -0.0127 | -0.128 |
| 4777 | native-country_Ireland | ageGRP_1_[0,20] | -0.00768 | 0.00768 | -0.00206 | -0.159 |
| 4049 | native-country_Cuba | native-country_Mexico | -0.00768 | 0.00768 | 0.00283 | -0.0629 |
| 652 | workclass_Private | native-country_Columbia | 0.00766 | 0.00766 | -0.0785 | -0.0206 |
| 595 | workclass_Never-worked | ageGRP_4_[40,50] | -0.00766 | 0.00766 | -0.00826 | 0.17 |
| 2877 | occupation_Transport-moving | native-country_Portugal | -0.00766 | 0.00766 | -0.0215 | -0.0105 |
| 3485 | race_Black | native-country_Thailand | -0.00766 | 0.00766 | -0.0891 | -0.00408 |
| 3473 | race_Black | native-country_Laos | -0.00766 | 0.00766 | -0.0891 | -0.00713 |
| 1749 | occupation_? | native-country_China | 0.00764 | 0.00764 | -0.0786 | 0.00291 |
| 2330 | occupation_Machine-op-inspct | native-country_France | -0.00764 | 0.00764 | -0.0694 | 0.0121 |
| 5316 | native-country_Yugoslavia | education-numGRP_4_[8,10] | -0.00763 | 0.00763 | 0.00696 | -0.176 |
| 3231 | relationship_Unmarried | native-country_Yugoslavia | -0.00763 | 0.00763 | -0.143 | 0.00696 |
| 649 | workclass_Private | native-country_Cambodia | 0.00763 | 0.00763 | -0.0785 | 0.00721 |
| 1842 | occupation_Adm-clerical | native-country_Germany | 0.00762 | 0.00762 | -0.09 | 0.0122 |
| 2261 | occupation_Handlers-cleaners | native-country_Iran | -0.00762 | 0.00762 | -0.0873 | 0.0151 |
| 4815 | native-country_Italy | ageGRP_3_[30,40] | -0.00762 | 0.00762 | 0.0113 | 0.0568 |
| 4592 | native-country_Honduras | education-numGRP_5_[10,13] | -0.00762 | 0.00762 | -0.00766 | 0.163 |
| 953 | workclass_State-gov | native-country_Hong | 0.00762 | 0.00762 | 0.0148 | 0.00343 |
| 133 | CapitalLossPositive | occupation_Tech-support | 0.00762 | 0.00762 | 0.139 | 0.0257 |
| 3859 | native-country_Cambodia | hours-per-weekGRP_1_[0,20] | -0.0076 | 0.0076 | 0.00721 | -0.128 |
| 4078 | native-country_Cuba | hours-per-weekGRP_2_[20,40] | 0.0076 | 0.0076 | 0.00283 | -0.153 |
| 1841 | occupation_Adm-clerical | native-country_France | -0.00759 | 0.00759 | -0.09 | 0.0121 |
| 1637 | marital-status_Widowed | occupation_Farming-fishing | -0.00759 | 0.00759 | -0.0644 | -0.0519 |
| 1513 | marital-status_Never-married | native-country_Outlying-US(Guam-USVI-etc) | 0.00759 | 0.00759 | -0.318 | -0.0117 |
| 3515 | race_Other | native-country_Cuba | 0.00758 | 0.00758 | -0.0318 | 0.00283 |
| 398 | workclass_Federal-gov | ageGRP_6_[60,INF) | -0.00757 | 0.00757 | 0.0594 | -0.00294 |
| 5218 | native-country_Taiwan | education-numGRP_1_[1,4] | -0.00757 | 0.00757 | 0.014 | -0.0835 |
| 2165 | occupation_Farming-fishing | native-country_Columbia | -0.00756 | 0.00756 | -0.0519 | -0.0206 |
| 4455 | native-country_Guatemala | ageGRP_3_[30,40] | -0.00756 | 0.00756 | -0.0201 | 0.0568 |
| 4512 | native-country_Haiti | hours-per-weekGRP_4_[50,60] | -0.00756 | 0.00756 | -0.0129 | 0.131 |
| 874 | workclass_Self-emp-not-inc | native-country_Puerto-Rico | -0.00755 | 0.00755 | 0.03 | -0.0188 |
| 3009 | relationship_Not-in-family | native-country_Jamaica | 0.00755 | 0.00755 | -0.189 | -0.0137 |
| 5444 | education-numGRP_5_[10,13] | hours-per-weekGRP_5_[60,INF) | -0.00755 | 0.00755 | 0.163 | 0.0541 |
| 5274 | native-country_United-States | ageGRP_3_[30,40] | -0.00754 | 0.00754 | 0.0345 | 0.0568 |
| 2355 | occupation_Machine-op-inspct | native-country_South | -0.00754 | 0.00754 | -0.0694 | -0.00474 |
| 2740 | occupation_Sales | native-country_Vietnam | -0.00754 | 0.00754 | 0.0237 | -0.0176 |
| 3278 | relationship_Wife | native-country_Italy | 0.00754 | 0.00754 | 0.123 | 0.0113 |
| 156 | CapitalLossPositive | native-country_El-Salvador | -0.00753 | 0.00753 | 0.139 | -0.0208 |
| 4018 | native-country_Columbia | education-numGRP_1_[1,4] | 0.00753 | 0.00753 | -0.0206 | -0.0835 |
| 1506 | marital-status_Never-married | native-country_Ireland | 0.00753 | 0.00753 | -0.318 | -0.00206 |
| 1859 | occupation_Adm-clerical | native-country_Outlying-US(Guam-USVI-etc) | -0.00751 | 0.00751 | -0.09 | -0.0117 |
| 4362 | native-country_Germany | ageGRP_1_[0,20] | -0.0075 | 0.0075 | 0.0122 | -0.159 |
| 4916 | native-country_Laos | ageGRP_2_[20,30] | 0.0075 | 0.0075 | -0.00713 | -0.213 |
| 3767 | native-country_? | native-country_India | -0.00749 | 0.00749 | 0.00304 | 0.0207 |
| 5410 | education-numGRP_1_[1,4] | hours-per-weekGRP_1_[0,20] | 0.00749 | 0.00749 | -0.0835 | -0.128 |
| 3805 | native-country_? | hours-per-weekGRP_4_[50,60] | 0.00748 | 0.00748 | 0.00304 | 0.131 |
| 2797 | occupation_Tech-support | native-country_Japan | -0.00748 | 0.00748 | 0.0257 | 0.0149 |
| 3258 | relationship_Wife | native-country_Canada | 0.00748 | 0.00748 | 0.123 | 0.0116 |
| 4251 | native-country_England | native-country_Mexico | -0.00747 | 0.00747 | 0.0114 | -0.0629 |
| 4229 | native-country_El-Salvador | education-numGRP_6_[13,16) | -0.00747 | 0.00747 | -0.0208 | 0.269 |
| 62 | CapitalGainPositive | native-country_Hong | -0.00747 | 0.00747 | 0.266 | 0.00343 |
| 3718 | sex_Male | native-country_Outlying-US(Guam-USVI-etc) | -0.00746 | 0.00746 | 0.216 | -0.0117 |
| 2864 | occupation_Transport-moving | native-country_India | -0.00746 | 0.00746 | -0.0215 | 0.0207 |
| 180 | CapitalLossPositive | native-country_Portugal | -0.00746 | 0.00746 | 0.139 | -0.0105 |
| 3659 | sex_Female | native-country_Outlying-US(Guam-USVI-etc) | 0.00746 | 0.00746 | -0.216 | -0.0117 |
| 3678 | sex_Female | ageGRP_6_[60,INF) | -0.00745 | 0.00745 | -0.216 | -0.00294 |
| 3737 | sex_Male | ageGRP_6_[60,INF) | 0.00745 | 0.00745 | 0.216 | -0.00294 |
| 1308 | marital-status_Married-civ-spouse | native-country_Canada | 0.00744 | 0.00744 | 0.445 | 0.0116 |
| 2999 | relationship_Not-in-family | native-country_Guatemala | 0.00744 | 0.00744 | -0.189 | -0.0201 |
| 3217 | relationship_Unmarried | native-country_Nicaragua | 0.00742 | 0.00742 | -0.143 | -0.0138 |
| 170 | CapitalLossPositive | native-country_Italy | -0.00741 | 0.00741 | 0.139 | 0.0113 |
| 2312 | occupation_Machine-op-inspct | relationship_Wife | -0.00741 | 0.00741 | -0.0694 | 0.123 |
| 4927 | native-country_Laos | hours-per-weekGRP_1_[0,20] | -0.00739 | 0.00739 | -0.00713 | -0.128 |
| 1014 | workclass_Without-pay | occupation_Sales | -0.00737 | 0.00737 | -0.0117 | 0.0237 |
| 1306 | marital-status_Married-civ-spouse | native-country_? | 0.00737 | 0.00737 | 0.445 | 0.00304 |
| 4741 | native-country_Iran | ageGRP_2_[20,30] | -0.00737 | 0.00737 | 0.0151 | -0.213 |
| 2084 | occupation_Exec-managerial | native-country_Columbia | -0.00736 | 0.00736 | 0.215 | -0.0206 |
| 1374 | marital-status_Married-spouse-absent | occupation_Handlers-cleaners | 0.00736 | 0.00736 | -0.0425 | -0.0873 |
| 1838 | occupation_Adm-clerical | native-country_Ecuador | -0.00734 | 0.00734 | -0.09 | -0.00672 |
| 5098 | native-country_Poland | education-numGRP_1_[1,4] | 0.00733 | 0.00733 | -0.0041 | -0.0835 |
| 4898 | native-country_Japan | hours-per-weekGRP_5_[60,INF) | 0.00732 | 0.00732 | 0.0149 | 0.0541 |
| 1150 | marital-status_Divorced | native-country_Nicaragua | -0.00731 | 0.00731 | -0.127 | -0.0138 |
| 3218 | relationship_Unmarried | native-country_Outlying-US(Guam-USVI-etc) | 0.00731 | 0.00731 | -0.143 | -0.0117 |
| 1758 | occupation_? | native-country_Greece | -0.00731 | 0.00731 | -0.0786 | 0.00245 |
| 668 | workclass_Private | native-country_Iran | -0.00731 | 0.00731 | -0.0785 | 0.0151 |
| 5096 | native-country_Poland | ageGRP_5_[50,60] | 0.0073 | 0.0073 | -0.0041 | 0.119 |
| 2702 | occupation_Sales | native-country_Canada | -0.0073 | 0.0073 | 0.0237 | 0.0116 |
| 262 | workclass_? | native-country_Greece | -0.0073 | 0.0073 | -0.0782 | 0.00245 |
| 3753 | native-country_? | native-country_Cuba | -0.0073 | 0.0073 | 0.00304 | 0.00283 |
| 3275 | relationship_Wife | native-country_India | -0.0073 | 0.0073 | 0.123 | 0.0207 |
| 2032 | occupation_Craft-repair | native-country_Scotland | -0.00729 | 0.00729 | -0.0126 | 0.00041 |
| 2038 | occupation_Craft-repair | native-country_Vietnam | 0.00728 | 0.00728 | -0.0126 | -0.0176 |
| 1338 | marital-status_Married-civ-spouse | native-country_Portugal | 0.00728 | 0.00728 | 0.445 | -0.0105 |
| 3858 | native-country_Cambodia | education-numGRP_6_[13,16) | -0.00728 | 0.00728 | 0.00721 | 0.269 |
| 83 | CapitalGainPositive | native-country_Trinadad&Tobago | -0.00728 | 0.00728 | 0.266 | -0.00766 |
| 2114 | occupation_Exec-managerial | native-country_Scotland | 0.00727 | 0.00727 | 0.215 | 0.00041 |
| 3203 | relationship_Unmarried | native-country_Guatemala | 0.00727 | 0.00727 | -0.143 | -0.0201 |
| 4368 | native-country_Germany | education-numGRP_1_[1,4] | -0.00727 | 0.00727 | 0.0122 | -0.0835 |
| 3502 | race_Black | hours-per-weekGRP_1_[0,20] | -0.00726 | 0.00726 | -0.0891 | -0.128 |
| 1699 | marital-status_Widowed | native-country_United-States | 0.00726 | 0.00726 | -0.0644 | 0.0345 |
| 2669 | occupation_Protective-serv | ageGRP_2_[20,30] | 0.00726 | 0.00726 | 0.0281 | -0.213 |
| 26 | CapitalGainPositive | occupation_Priv-house-serv | -0.00726 | 0.00726 | 0.266 | -0.0371 |
| 3019 | relationship_Not-in-family | native-country_Puerto-Rico | -0.00725 | 0.00725 | -0.189 | -0.0188 |
| 5069 | native-country_Philippines | ageGRP_5_[50,60] | -0.00724 | 0.00724 | 0.0123 | 0.119 |
| 685 | workclass_Private | native-country_Thailand | -0.00724 | 0.00724 | -0.0785 | -0.00408 |
| 1075 | workclass_Without-pay | ageGRP_4_[40,50] | -0.00723 | 0.00723 | -0.0117 | 0.17 |
| 2112 | occupation_Exec-managerial | native-country_Portugal | -0.00723 | 0.00723 | 0.215 | -0.0105 |
| 1903 | occupation_Armed-Forces | relationship_Not-in-family | 0.00722 | 0.00722 | -0.00504 | -0.189 |
| 3023 | relationship_Not-in-family | native-country_Thailand | 0.00722 | 0.00722 | -0.189 | -0.00408 |
| 3489 | race_Black | native-country_Yugoslavia | -0.00722 | 0.00722 | -0.0891 | 0.00696 |
| 858 | workclass_Self-emp-not-inc | native-country_Hong | -0.00721 | 0.00721 | 0.03 | 0.00343 |
| 2055 | occupation_Craft-repair | hours-per-weekGRP_4_[50,60] | -0.00721 | 0.00721 | -0.0126 | 0.131 |
| 1487 | marital-status_Never-married | native-country_Canada | -0.0072 | 0.0072 | -0.318 | 0.0116 |
| 4638 | native-country_Hong | hours-per-weekGRP_4_[50,60] | -0.0072 | 0.0072 | 0.00343 | 0.131 |
| 3018 | relationship_Not-in-family | native-country_Portugal | -0.00719 | 0.00719 | -0.189 | -0.0105 |
| 1108 | marital-status_Divorced | occupation_Tech-support | 0.00719 | 0.00719 | -0.127 | 0.0257 |
| 4222 | native-country_El-Salvador | ageGRP_5_[50,60] | -0.00719 | 0.00719 | -0.0208 | 0.119 |
| 1445 | marital-status_Married-spouse-absent | education-numGRP_2_[4,6] | 0.00718 | 0.00718 | -0.0425 | -0.0904 |
| 2341 | occupation_Machine-op-inspct | native-country_Ireland | 0.00718 | 0.00718 | -0.0694 | -0.00206 |
| 1326 | marital-status_Married-civ-spouse | native-country_Iran | 0.00717 | 0.00717 | 0.445 | 0.0151 |
| 3540 | race_Other | native-country_Philippines | -0.00717 | 0.00717 | -0.0318 | 0.0123 |
| 2885 | occupation_Transport-moving | native-country_Vietnam | -0.00717 | 0.00717 | -0.0215 | -0.0176 |
| 2792 | occupation_Tech-support | native-country_India | 0.00717 | 0.00717 | 0.0257 | 0.0207 |
| 437 | workclass_Local-gov | occupation_Transport-moving | 0.00716 | 0.00716 | 0.0331 | -0.0215 |
| 1869 | occupation_Adm-clerical | native-country_Trinadad&Tobago | 0.00715 | 0.00715 | -0.09 | -0.00766 |
| 3133 | relationship_Own-child | native-country_France | -0.00714 | 0.00714 | -0.229 | 0.0121 |
| 1609 | marital-status_Separated | native-country_Taiwan | -0.00714 | 0.00714 | -0.0744 | 0.014 |
| 2620 | occupation_Protective-serv | race_Asian-Pac-Islander | -0.00714 | 0.00714 | 0.0281 | 0.0105 |
| 1331 | marital-status_Married-civ-spouse | native-country_Laos | 0.00713 | 0.00713 | 0.445 | -0.00713 |
| 473 | workclass_Local-gov | native-country_Italy | -0.00713 | 0.00713 | 0.0331 | 0.0113 |
| 2085 | occupation_Exec-managerial | native-country_Cuba | 0.00713 | 0.00713 | 0.215 | 0.00283 |
| 472 | workclass_Local-gov | native-country_Ireland | -0.00712 | 0.00712 | 0.0331 | -0.00206 |
| 2311 | occupation_Machine-op-inspct | relationship_Unmarried | 0.00712 | 0.00712 | -0.0694 | -0.143 |
| 116 | CapitalLossPositive | marital-status_Married-spouse-absent | -0.00712 | 0.00712 | 0.139 | -0.0425 |
| 154 | CapitalLossPositive | native-country_Dominican-Republic | -0.00712 | 0.00712 | 0.139 | -0.023 |
| 3060 | relationship_Other-relative | native-country_Cuba | 0.00712 | 0.00712 | -0.0837 | 0.00283 |
| 2988 | relationship_Not-in-family | native-country_Canada | 0.00711 | 0.00711 | -0.189 | 0.0116 |
| 3757 | native-country_? | native-country_England | -0.00711 | 0.00711 | 0.00304 | 0.0114 |
| 322 | workclass_Federal-gov | marital-status_Widowed | 0.0071 | 0.0071 | 0.0594 | -0.0644 |
| 2718 | occupation_Sales | native-country_Hungary | -0.0071 | 0.0071 | 0.0237 | -0.00047 |
| 5039 | native-country_Peru | ageGRP_3_[30,40] | -0.0071 | 0.0071 | -0.0127 | 0.0568 |
| 4832 | native-country_Jamaica | native-country_Mexico | -0.00709 | 0.00709 | -0.0137 | -0.0629 |
| 3147 | relationship_Own-child | native-country_Japan | -0.00709 | 0.00709 | -0.229 | 0.0149 |
| 82 | CapitalGainPositive | native-country_Thailand | -0.00709 | 0.00709 | 0.266 | -0.00408 |
| 2661 | occupation_Protective-serv | native-country_South | -0.00708 | 0.00708 | 0.0281 | -0.00474 |
| 1342 | marital-status_Married-civ-spouse | native-country_Taiwan | 0.00708 | 0.00708 | 0.445 | 0.014 |
| 3907 | native-country_Canada | ageGRP_5_[50,60] | 0.00707 | 0.00707 | 0.0116 | 0.119 |
| 4820 | native-country_Italy | education-numGRP_2_[4,6] | -0.00707 | 0.00707 | 0.0113 | -0.0904 |
| 1521 | marital-status_Never-married | native-country_Taiwan | 0.00706 | 0.00706 | -0.318 | 0.014 |
| 3472 | race_Black | native-country_Japan | -0.00705 | 0.00705 | -0.0891 | 0.0149 |
| 1867 | occupation_Adm-clerical | native-country_Taiwan | -0.00705 | 0.00705 | -0.09 | 0.014 |
| 4940 | native-country_Mexico | native-country_South | -0.00704 | 0.00704 | -0.0629 | -0.00474 |
| 5177 | native-country_Scotland | education-numGRP_5_[10,13] | -0.00703 | 0.00703 | 0.00041 | 0.163 |
| 2197 | occupation_Farming-fishing | native-country_Taiwan | -0.00703 | 0.00703 | -0.0519 | 0.014 |
| 4081 | native-country_Cuba | hours-per-weekGRP_5_[60,INF) | -0.00702 | 0.00702 | 0.00283 | 0.0541 |
| 1696 | marital-status_Widowed | native-country_Taiwan | -0.00702 | 0.00702 | -0.0644 | 0.014 |
| 2584 | occupation_Prof-specialty | native-country_Puerto-Rico | -0.00702 | 0.00702 | 0.186 | -0.0188 |
| 3862 | native-country_Cambodia | hours-per-weekGRP_4_[50,60] | -0.00702 | 0.00702 | 0.00721 | 0.131 |
| 3670 | sex_Female | native-country_United-States | 0.00699 | 0.00699 | -0.216 | 0.0345 |
| 3729 | sex_Male | native-country_United-States | -0.00699 | 0.00699 | 0.216 | 0.0345 |
| 673 | workclass_Private | native-country_Laos | 0.00698 | 0.00698 | -0.0785 | -0.00713 |
| 4027 | native-country_Columbia | hours-per-weekGRP_4_[50,60] | -0.00698 | 0.00698 | -0.0206 | 0.131 |
| 22 | CapitalGainPositive | occupation_Farming-fishing | -0.00697 | 0.00697 | 0.266 | -0.0519 |
| 4882 | native-country_Japan | ageGRP_1_[0,20] | -0.00697 | 0.00697 | 0.0149 | -0.159 |
| 417 | workclass_Local-gov | marital-status_Married-AF-spouse | -0.00697 | 0.00697 | 0.0331 | 0.0121 |
| 4502 | native-country_Haiti | ageGRP_6_[60,INF) | -0.00697 | 0.00697 | -0.0129 | -0.00294 |
| 1105 | marital-status_Divorced | occupation_Prof-specialty | -0.00696 | 0.00696 | -0.127 | 0.186 |
| 1417 | marital-status_Married-spouse-absent | native-country_Ireland | 0.00696 | 0.00696 | -0.0425 | -0.00206 |
| 4779 | native-country_Ireland | ageGRP_3_[30,40] | 0.00695 | 0.00695 | -0.00206 | 0.0568 |
| 4458 | native-country_Guatemala | ageGRP_6_[60,INF) | -0.00695 | 0.00695 | -0.0201 | -0.00294 |
| 4746 | native-country_Iran | education-numGRP_1_[1,4] | -0.00695 | 0.00695 | 0.0151 | -0.0835 |
| 3369 | race_Amer-Indian-Eskimo | education-numGRP_1_[1,4] | 0.00693 | 0.00693 | -0.0287 | -0.0835 |
| 606 | workclass_Never-worked | hours-per-weekGRP_3_[40,50] | -0.00693 | 0.00693 | -0.00826 | 0.172 |
| 2117 | occupation_Exec-managerial | native-country_Thailand | 0.00693 | 0.00693 | 0.215 | -0.00408 |
| 3293 | relationship_Wife | native-country_Thailand | 0.00692 | 0.00692 | 0.123 | -0.00408 |
| 2770 | occupation_Tech-support | race_White | 0.00692 | 0.00692 | 0.0257 | 0.0852 |
| 2703 | occupation_Sales | native-country_China | -0.00692 | 0.00692 | 0.0237 | 0.00291 |
| 3202 | relationship_Unmarried | native-country_Greece | -0.00692 | 0.00692 | -0.143 | 0.00245 |
| 4626 | native-country_Hong | ageGRP_4_[40,50] | -0.00691 | 0.00691 | 0.00343 | 0.17 |
| 664 | workclass_Private | native-country_Honduras | -0.0069 | 0.0069 | -0.0785 | -0.00766 |
| 1327 | marital-status_Married-civ-spouse | native-country_Ireland | -0.0069 | 0.0069 | 0.445 | -0.00206 |
| 387 | workclass_Federal-gov | native-country_Taiwan | -0.0069 | 0.0069 | 0.0594 | 0.014 |
| 5073 | native-country_Philippines | education-numGRP_3_[6,8] | -0.00689 | 0.00689 | 0.0123 | -0.0975 |
| 2351 | occupation_Machine-op-inspct | native-country_Poland | 0.00689 | 0.00689 | -0.0694 | -0.0041 |
| 4628 | native-country_Hong | ageGRP_6_[60,INF) | -0.00689 | 0.00689 | 0.00343 | -0.00294 |
| 3694 | sex_Male | native-country_Columbia | -0.00688 | 0.00688 | 0.216 | -0.0206 |
| 3635 | sex_Female | native-country_Columbia | 0.00688 | 0.00688 | -0.216 | -0.0206 |
| 3208 | relationship_Unmarried | native-country_Hungary | -0.00688 | 0.00688 | -0.143 | -0.00047 |
| 5321 | native-country_Yugoslavia | hours-per-weekGRP_3_[40,50] | -0.00688 | 0.00688 | 0.00696 | 0.172 |
| 3124 | relationship_Own-child | native-country_Cambodia | -0.00687 | 0.00687 | -0.229 | 0.00721 |
| 4816 | native-country_Italy | ageGRP_4_[40,50] | 0.00687 | 0.00687 | 0.0113 | 0.17 |
| 5129 | native-country_Portugal | education-numGRP_6_[13,16) | -0.00687 | 0.00687 | -0.0105 | 0.269 |
| 3213 | relationship_Unmarried | native-country_Jamaica | 0.00687 | 0.00687 | -0.143 | -0.0137 |
| 3161 | relationship_Own-child | native-country_Trinadad&Tobago | -0.00687 | 0.00687 | -0.229 | -0.00766 |
| 1436 | marital-status_Married-spouse-absent | native-country_Vietnam | 0.00686 | 0.00686 | -0.0425 | -0.0176 |
| 2629 | occupation_Protective-serv | native-country_China | -0.00685 | 0.00685 | 0.0281 | 0.00291 |
| 866 | workclass_Self-emp-not-inc | native-country_Laos | -0.00684 | 0.00684 | 0.03 | -0.00713 |
| 4990 | native-country_Nicaragua | hours-per-weekGRP_1_[0,20] | -0.00684 | 0.00684 | -0.0138 | -0.128 |
| 4930 | native-country_Laos | hours-per-weekGRP_4_[50,60] | -0.00683 | 0.00683 | -0.00713 | 0.131 |
| 675 | workclass_Private | native-country_Nicaragua | 0.00683 | 0.00683 | -0.0785 | -0.0138 |
| 2734 | occupation_Sales | native-country_Scotland | -0.00682 | 0.00682 | 0.0237 | 0.00041 |
| 2249 | occupation_Handlers-cleaners | native-country_El-Salvador | 0.00682 | 0.00682 | -0.0873 | -0.0208 |
| 3580 | race_White | native-country_England | 0.00682 | 0.00682 | 0.0852 | 0.0114 |
| 3942 | native-country_China | native-country_Mexico | -0.00682 | 0.00682 | 0.00291 | -0.0629 |
| 982 | workclass_State-gov | ageGRP_5_[50,60] | 0.00681 | 0.00681 | 0.0148 | 0.119 |
| 4323 | native-country_France | education-numGRP_3_[6,8] | -0.00681 | 0.00681 | 0.0121 | -0.0975 |
| 1194 | marital-status_Married-AF-spouse | occupation_Machine-op-inspct | -0.00681 | 0.00681 | 0.0121 | -0.0694 |
| 5236 | native-country_Thailand | ageGRP_4_[40,50] | 0.00681 | 0.00681 | -0.00408 | 0.17 |
| 2247 | occupation_Handlers-cleaners | native-country_Dominican-Republic | 0.00679 | 0.00679 | -0.0873 | -0.023 |
| 2857 | occupation_Transport-moving | native-country_Greece | -0.00678 | 0.00678 | -0.0215 | 0.00245 |
| 2855 | occupation_Transport-moving | native-country_France | -0.00678 | 0.00678 | -0.0215 | 0.0121 |
| 3010 | relationship_Not-in-family | native-country_Japan | 0.00677 | 0.00677 | -0.189 | 0.0149 |
| 2331 | occupation_Machine-op-inspct | native-country_Germany | -0.00676 | 0.00676 | -0.0694 | 0.0122 |
| 2648 | occupation_Protective-serv | native-country_Italy | -0.00676 | 0.00676 | 0.0281 | 0.0113 |
| 1332 | marital-status_Married-civ-spouse | native-country_Mexico | 0.00676 | 0.00676 | 0.445 | -0.0629 |
| 3918 | native-country_Canada | hours-per-weekGRP_4_[50,60] | 0.00676 | 0.00676 | 0.0116 | 0.131 |
| 3731 | sex_Male | native-country_Yugoslavia | 0.00675 | 0.00675 | 0.216 | 0.00696 |
| 5045 | native-country_Peru | education-numGRP_3_[6,8] | 0.00675 | 0.00675 | -0.0127 | -0.0975 |
| 3672 | sex_Female | native-country_Yugoslavia | -0.00675 | 0.00675 | -0.216 | 0.00696 |
| 3269 | relationship_Wife | native-country_Guatemala | -0.00674 | 0.00674 | 0.123 | -0.0201 |
| 3771 | native-country_? | native-country_Jamaica | -0.00674 | 0.00674 | 0.00304 | -0.0137 |
| 4797 | native-country_Italy | native-country_Mexico | -0.00673 | 0.00673 | 0.0113 | -0.0629 |
| 186 | CapitalLossPositive | native-country_Trinadad&Tobago | 0.00672 | 0.00672 | 0.139 | -0.00766 |
| 149 | CapitalLossPositive | native-country_Cambodia | 0.00672 | 0.00672 | 0.139 | 0.00721 |
| 3048 | relationship_Other-relative | race_Amer-Indian-Eskimo | 0.00671 | 0.00671 | -0.0837 | -0.0287 |
| 2200 | occupation_Farming-fishing | native-country_United-States | -0.00671 | 0.00671 | -0.0519 | 0.0345 |
| 3783 | native-country_? | native-country_South | -0.0067 | 0.0067 | 0.00304 | -0.00474 |
| 1682 | marital-status_Widowed | native-country_Italy | 0.0067 | 0.0067 | -0.0644 | 0.0113 |
| 2736 | occupation_Sales | native-country_Taiwan | -0.00669 | 0.00669 | 0.0237 | 0.014 |
| 2481 | occupation_Priv-house-serv | native-country_Dominican-Republic | 0.00668 | 0.00668 | -0.0371 | -0.023 |
| 5318 | native-country_Yugoslavia | education-numGRP_6_[13,16) | -0.00668 | 0.00668 | 0.00696 | 0.269 |
| 2113 | occupation_Exec-managerial | native-country_Puerto-Rico | -0.00666 | 0.00666 | 0.215 | -0.0188 |
| 2468 | occupation_Priv-house-serv | race_Amer-Indian-Eskimo | -0.00666 | 0.00666 | -0.0371 | -0.0287 |
| 4178 | native-country_Ecuador | education-numGRP_5_[10,13] | -0.00665 | 0.00665 | -0.00672 | 0.163 |
| 1767 | occupation_? | native-country_Ireland | -0.00665 | 0.00665 | -0.0786 | -0.00206 |
| 1181 | marital-status_Divorced | hours-per-weekGRP_5_[60,INF) | -0.00664 | 0.00664 | -0.127 | 0.0541 |
| 3797 | native-country_? | education-numGRP_2_[4,6] | -0.00664 | 0.00664 | 0.00304 | -0.0904 |
| 1526 | marital-status_Never-married | native-country_Yugoslavia | -0.00664 | 0.00664 | -0.318 | 0.00696 |
| 271 | workclass_? | native-country_Ireland | -0.00664 | 0.00664 | -0.0782 | -0.00206 |
| 3198 | relationship_Unmarried | native-country_El-Salvador | 0.00663 | 0.00663 | -0.143 | -0.0208 |
| 2572 | occupation_Prof-specialty | native-country_Ireland | 0.00662 | 0.00662 | 0.186 | -0.00206 |
| 3027 | relationship_Not-in-family | native-country_Yugoslavia | -0.00662 | 0.00662 | -0.189 | 0.00696 |
| 890 | workclass_Self-emp-not-inc | education-numGRP_2_[4,6] | -0.00662 | 0.00662 | 0.03 | -0.0904 |
| 1097 | marital-status_Divorced | occupation_Armed-Forces | -0.00661 | 0.00661 | -0.127 | -0.00504 |
| 4982 | native-country_Nicaragua | ageGRP_5_[50,60] | -0.0066 | 0.0066 | -0.0138 | 0.119 |
| 158 | CapitalLossPositive | native-country_France | -0.0066 | 0.0066 | 0.139 | 0.0121 |
| 4275 | native-country_England | education-numGRP_3_[6,8] | -0.0066 | 0.0066 | 0.0114 | -0.0975 |
| 1873 | occupation_Adm-clerical | ageGRP_1_[0,20] | 0.00659 | 0.00659 | -0.09 | -0.159 |
| 4101 | native-country_Dominican-Republic | native-country_Mexico | -0.00659 | 0.00659 | -0.023 | -0.0629 |
| 4467 | native-country_Guatemala | hours-per-weekGRP_3_[40,50] | -0.00659 | 0.00659 | -0.0201 | 0.172 |
| 4851 | native-country_Jamaica | ageGRP_4_[40,50] | -0.00657 | 0.00657 | -0.0137 | 0.17 |
| 1346 | marital-status_Married-civ-spouse | native-country_Vietnam | -0.00655 | 0.00655 | 0.445 | -0.0176 |
| 1191 | marital-status_Married-AF-spouse | occupation_Exec-managerial | -0.00655 | 0.00655 | 0.0121 | 0.215 |
| 3619 | race_White | education-numGRP_1_[1,4] | -0.00654 | 0.00654 | 0.0852 | -0.0835 |
| 161 | CapitalLossPositive | native-country_Guatemala | -0.00653 | 0.00653 | 0.139 | -0.0201 |
| 5238 | native-country_Thailand | ageGRP_6_[60,INF) | -0.00653 | 0.00653 | -0.00408 | -0.00294 |
| 4920 | native-country_Laos | ageGRP_6_[60,INF) | -0.00653 | 0.00653 | -0.00713 | -0.00294 |
| 3963 | native-country_China | ageGRP_6_[60,INF) | 0.00653 | 0.00653 | 0.00291 | -0.00294 |
| 2175 | occupation_Farming-fishing | native-country_Haiti | -0.00653 | 0.00653 | -0.0519 | -0.0129 |
| 46 | CapitalGainPositive | native-country_Cambodia | 0.00652 | 0.00652 | 0.266 | 0.00721 |
| 5020 | native-country_Outlying-US(Guam-USVI-etc) | hours-per-weekGRP_1_[0,20] | -0.00652 | 0.00652 | -0.0117 | -0.128 |
| 3466 | race_Black | native-country_Hungary | -0.00651 | 0.00651 | -0.0891 | -0.00047 |
| 2730 | occupation_Sales | native-country_Philippines | -0.00651 | 0.00651 | 0.0237 | 0.0123 |
| 4218 | native-country_El-Salvador | ageGRP_1_[0,20] | 0.0065 | 0.0065 | -0.0208 | -0.159 |
| 1785 | occupation_? | native-country_United-States | 0.0065 | 0.0065 | -0.0786 | 0.0345 |
| 1379 | marital-status_Married-spouse-absent | occupation_Protective-serv | -0.0065 | 0.0065 | -0.0425 | 0.0281 |
| 3751 | native-country_? | native-country_China | -0.00649 | 0.00649 | 0.00304 | 0.00291 |
| 5371 | ageGRP_4_[40,50] | education-numGRP_1_[1,4] | -0.00649 | 0.00649 | 0.17 | -0.0835 |
| 5037 | native-country_Peru | ageGRP_1_[0,20] | 0.00649 | 0.00649 | -0.0127 | -0.159 |
| 155 | CapitalLossPositive | native-country_Ecuador | -0.00649 | 0.00649 | 0.139 | -0.00672 |
| 1398 | marital-status_Married-spouse-absent | native-country_Canada | 0.00649 | 0.00649 | -0.0425 | 0.0116 |
| 542 | workclass_Never-worked | relationship_Wife | 0.00649 | 0.00649 | -0.00826 | 0.123 |
| 5071 | native-country_Philippines | education-numGRP_1_[1,4] | 0.00648 | 0.00648 | 0.0123 | -0.0835 |
| 2666 | occupation_Protective-serv | native-country_Vietnam | -0.00648 | 0.00648 | 0.0281 | -0.0176 |
| 3209 | relationship_Unmarried | native-country_India | -0.00647 | 0.00647 | -0.143 | 0.0207 |
| 3294 | relationship_Wife | native-country_Trinadad&Tobago | 0.00645 | 0.00645 | 0.123 | -0.00766 |
| 4945 | native-country_Mexico | native-country_Vietnam | -0.00645 | 0.00645 | -0.0629 | -0.0176 |
| 845 | workclass_Self-emp-not-inc | native-country_Columbia | 0.00645 | 0.00645 | 0.03 | -0.0206 |
| 2181 | occupation_Farming-fishing | native-country_Iran | -0.00645 | 0.00645 | -0.0519 | 0.0151 |
| 4322 | native-country_France | education-numGRP_2_[4,6] | -0.00644 | 0.00644 | 0.0121 | -0.0904 |
| 5205 | native-country_South | hours-per-weekGRP_4_[50,60] | 0.00643 | 0.00643 | -0.00474 | 0.131 |
| 218 | workclass_? | marital-status_Married-spouse-absent | 0.00642 | 0.00642 | -0.0782 | -0.0425 |
| 1195 | marital-status_Married-AF-spouse | occupation_Other-service | 0.00641 | 0.00641 | 0.0121 | -0.156 |
| 3442 | race_Asian-Pac-Islander | hours-per-weekGRP_4_[50,60] | -0.00641 | 0.00641 | 0.0105 | 0.131 |
| 365 | workclass_Federal-gov | native-country_Haiti | -0.00641 | 0.00641 | 0.0594 | -0.0129 |
| 3230 | relationship_Unmarried | native-country_Vietnam | 0.00641 | 0.00641 | -0.143 | -0.0176 |
| 3256 | relationship_Wife | native-country_? | 0.00641 | 0.00641 | 0.123 | 0.00304 |
| 2505 | occupation_Priv-house-serv | native-country_Philippines | 0.0064 | 0.0064 | -0.0371 | 0.0123 |
| 3770 | native-country_? | native-country_Italy | -0.0064 | 0.0064 | 0.00304 | 0.0113 |
| 2403 | occupation_Other-service | native-country_Cuba | 0.00639 | 0.00639 | -0.156 | 0.00283 |
| 5133 | native-country_Portugal | hours-per-weekGRP_4_[50,60] | -0.00639 | 0.00639 | -0.0105 | 0.131 |
| 1003 | workclass_Without-pay | occupation_Adm-clerical | 0.00638 | 0.00638 | -0.0117 | -0.09 |
| 5182 | native-country_Scotland | hours-per-weekGRP_4_[50,60] | 0.00637 | 0.00637 | 0.00041 | 0.131 |
| 2422 | occupation_Other-service | native-country_Japan | 0.00637 | 0.00637 | -0.156 | 0.0149 |
| 1897 | occupation_Armed-Forces | occupation_Prof-specialty | -0.00635 | 0.00635 | -0.00504 | 0.186 |
| 3742 | sex_Male | education-numGRP_5_[10,13] | 0.00635 | 0.00635 | 0.216 | 0.163 |
| 3683 | sex_Female | education-numGRP_5_[10,13] | -0.00635 | 0.00635 | -0.216 | 0.163 |
| 1961 | occupation_Armed-Forces | ageGRP_5_[50,60] | -0.00634 | 0.00634 | -0.00504 | 0.119 |
| 4894 | native-country_Japan | hours-per-weekGRP_1_[0,20] | -0.00634 | 0.00634 | 0.0149 | -0.128 |
| 3127 | relationship_Own-child | native-country_Columbia | -0.00634 | 0.00634 | -0.229 | -0.0206 |
| 452 | workclass_Local-gov | native-country_Cambodia | -0.00633 | 0.00633 | 0.0331 | 0.00721 |
| 600 | workclass_Never-worked | education-numGRP_3_[6,8] | 0.00633 | 0.00633 | -0.00826 | -0.0975 |
| 2016 | occupation_Craft-repair | native-country_Hungary | 0.00632 | 0.00632 | -0.0126 | -0.00047 |
| 616 | workclass_Private | marital-status_Married-spouse-absent | 0.00632 | 0.00632 | -0.0785 | -0.0425 |
| 1890 | occupation_Armed-Forces | occupation_Craft-repair | -0.00631 | 0.00631 | -0.00504 | -0.0126 |
| 1368 | marital-status_Married-spouse-absent | occupation_? | 0.00631 | 0.00631 | -0.0425 | -0.0786 |
| 2787 | occupation_Tech-support | native-country_Haiti | -0.0063 | 0.0063 | 0.0257 | -0.0129 |
| 4437 | native-country_Guatemala | native-country_Mexico | -0.0063 | 0.0063 | -0.0201 | -0.0629 |
| 3720 | sex_Male | native-country_Philippines | -0.0063 | 0.0063 | 0.216 | 0.0123 |
| 3661 | sex_Female | native-country_Philippines | 0.0063 | 0.0063 | -0.216 | 0.0123 |
| 965 | workclass_State-gov | native-country_Peru | -0.00629 | 0.00629 | 0.0148 | -0.0127 |
| 3960 | native-country_China | ageGRP_3_[30,40] | 0.00628 | 0.00628 | 0.00291 | 0.0568 |
| 2937 | relationship_Husband | native-country_Ireland | -0.00628 | 0.00628 | 0.401 | -0.00206 |
| 1891 | occupation_Armed-Forces | occupation_Exec-managerial | -0.00628 | 0.00628 | -0.00504 | 0.215 |
| 2796 | occupation_Tech-support | native-country_Jamaica | 0.00627 | 0.00627 | 0.0257 | -0.0137 |
| 681 | workclass_Private | native-country_Puerto-Rico | 0.00627 | 0.00627 | -0.0785 | -0.0188 |
| 3754 | native-country_? | native-country_Dominican-Republic | -0.00627 | 0.00627 | 0.00304 | -0.023 |
| 2251 | occupation_Handlers-cleaners | native-country_France | -0.00626 | 0.00626 | -0.0873 | 0.0121 |
| 220 | workclass_? | marital-status_Separated | 0.00626 | 0.00626 | -0.0782 | -0.0744 |
| 3482 | race_Black | native-country_Scotland | -0.00626 | 0.00626 | -0.0891 | 0.00041 |
| 1083 | workclass_Without-pay | education-numGRP_6_[13,16) | -0.00625 | 0.00625 | -0.0117 | 0.269 |
| 73 | CapitalGainPositive | native-country_Outlying-US(Guam-USVI-etc) | -0.00625 | 0.00625 | 0.266 | -0.0117 |
| 5019 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_6_[13,16) | -0.00625 | 0.00625 | -0.0117 | 0.269 |
| 1840 | occupation_Adm-clerical | native-country_England | -0.00625 | 0.00625 | -0.09 | 0.0114 |
| 5261 | native-country_Trinadad&Tobago | education-numGRP_3_[6,8] | 0.00623 | 0.00623 | -0.00766 | -0.0975 |
| 1994 | occupation_Craft-repair | race_Other | -0.00623 | 0.00623 | -0.0126 | -0.0318 |
| 3458 | race_Black | native-country_France | -0.00623 | 0.00623 | -0.0891 | 0.0121 |
| 3394 | race_Asian-Pac-Islander | native-country_England | -0.00623 | 0.00623 | 0.0105 | 0.0114 |
| 4283 | native-country_England | hours-per-weekGRP_5_[60,INF) | 0.00623 | 0.00623 | 0.0114 | 0.0541 |
| 2733 | occupation_Sales | native-country_Puerto-Rico | -0.00623 | 0.00623 | 0.0237 | -0.0188 |
| 2569 | occupation_Prof-specialty | native-country_Hungary | 0.00622 | 0.00622 | 0.186 | -0.00047 |
| 3260 | relationship_Wife | native-country_Columbia | -0.00621 | 0.00621 | 0.123 | -0.0206 |
| 3084 | relationship_Other-relative | native-country_Peru | 0.00621 | 0.00621 | -0.0837 | -0.0127 |
| 4854 | native-country_Jamaica | education-numGRP_1_[1,4] | -0.0062 | 0.0062 | -0.0137 | -0.0835 |
| 2544 | occupation_Prof-specialty | race_Amer-Indian-Eskimo | -0.0062 | 0.0062 | 0.186 | -0.0287 |
| 1902 | occupation_Armed-Forces | relationship_Husband | -0.0062 | 0.0062 | -0.00504 | 0.401 |
| 4866 | native-country_Japan | native-country_Mexico | -0.0062 | 0.0062 | 0.0149 | -0.0629 |
| 119 | CapitalLossPositive | marital-status_Widowed | -0.0062 | 0.0062 | 0.139 | -0.0644 |
| 289 | workclass_? | native-country_United-States | 0.00619 | 0.00619 | -0.0782 | 0.0345 |
| 3793 | native-country_? | ageGRP_4_[40,50] | 0.00619 | 0.00619 | 0.00304 | 0.17 |
| 1864 | occupation_Adm-clerical | native-country_Puerto-Rico | 0.00618 | 0.00618 | -0.09 | -0.0188 |
| 2866 | occupation_Transport-moving | native-country_Ireland | -0.00617 | 0.00617 | -0.0215 | -0.00206 |
| 2329 | occupation_Machine-op-inspct | native-country_England | -0.00617 | 0.00617 | -0.0694 | 0.0114 |
| 1439 | marital-status_Married-spouse-absent | ageGRP_2_[20,30] | -0.00616 | 0.00616 | -0.0425 | -0.213 |
| 2936 | relationship_Husband | native-country_Iran | 0.00616 | 0.00616 | 0.401 | 0.0151 |
| 4373 | native-country_Germany | education-numGRP_6_[13,16) | 0.00616 | 0.00616 | 0.0122 | 0.269 |
| 4705 | native-country_India | ageGRP_4_[40,50] | 0.00616 | 0.00616 | 0.0207 | 0.17 |
| 488 | workclass_Local-gov | native-country_Thailand | -0.00616 | 0.00616 | 0.0331 | -0.00408 |
| 2011 | occupation_Craft-repair | native-country_Guatemala | 0.00615 | 0.00615 | -0.0126 | -0.0201 |
| 2018 | occupation_Craft-repair | native-country_Iran | -0.00615 | 0.00615 | -0.0126 | 0.0151 |
| 167 | CapitalLossPositive | native-country_India | 0.00615 | 0.00615 | 0.139 | 0.0207 |
| 2657 | occupation_Protective-serv | native-country_Poland | -0.00613 | 0.00613 | 0.0281 | -0.0041 |
| 1133 | marital-status_Divorced | native-country_France | 0.00613 | 0.00613 | -0.127 | 0.0121 |
| 1858 | occupation_Adm-clerical | native-country_Nicaragua | 0.00613 | 0.00613 | -0.09 | -0.0138 |
| 3788 | native-country_? | native-country_Vietnam | -0.00613 | 0.00613 | 0.00304 | -0.0176 |
| 1418 | marital-status_Married-spouse-absent | native-country_Italy | 0.00613 | 0.00613 | -0.0425 | 0.0113 |
| 5196 | native-country_South | education-numGRP_1_[1,4] | -0.00612 | 0.00612 | -0.00474 | -0.0835 |
| 1106 | marital-status_Divorced | occupation_Protective-serv | -0.00612 | 0.00612 | -0.127 | 0.0281 |
| 5363 | ageGRP_3_[30,40] | education-numGRP_6_[13,16) | 0.00611 | 0.00611 | 0.0568 | 0.269 |
| 3277 | relationship_Wife | native-country_Ireland | -0.00611 | 0.00611 | 0.123 | -0.00206 |
| 179 | CapitalLossPositive | native-country_Poland | -0.00611 | 0.00611 | 0.139 | -0.0041 |
| 4936 | native-country_Mexico | native-country_Poland | -0.0061 | 0.0061 | -0.0629 | -0.0041 |
| 4422 | native-country_Greece | hours-per-weekGRP_3_[40,50] | -0.0061 | 0.0061 | 0.00245 | 0.172 |
| 772 | workclass_Self-emp-inc | native-country_Nicaragua | -0.00609 | 0.00609 | 0.139 | -0.0138 |
| 4582 | native-country_Honduras | ageGRP_1_[0,20] | 0.00609 | 0.00609 | -0.00766 | -0.159 |
| 948 | workclass_State-gov | native-country_Greece | -0.00608 | 0.00608 | 0.0148 | 0.00245 |
| 2630 | occupation_Protective-serv | native-country_Columbia | -0.00608 | 0.00608 | 0.0281 | -0.0206 |
| 1545 | marital-status_Separated | occupation_? | 0.00608 | 0.00608 | -0.0744 | -0.0786 |
| 4994 | native-country_Nicaragua | hours-per-weekGRP_5_[60,INF) | -0.00607 | 0.00607 | -0.0138 | 0.0541 |
| 2950 | relationship_Husband | native-country_Scotland | -0.00607 | 0.00607 | 0.401 | 0.00041 |
| 4886 | native-country_Japan | ageGRP_5_[50,60] | -0.00606 | 0.00606 | 0.0149 | 0.119 |
| 1311 | marital-status_Married-civ-spouse | native-country_Cuba | 0.00606 | 0.00606 | 0.445 | 0.00283 |
| 1265 | marital-status_Married-AF-spouse | education-numGRP_3_[6,8] | -0.00606 | 0.00606 | 0.0121 | -0.0975 |
| 3996 | native-country_Columbia | native-country_Mexico | -0.00605 | 0.00605 | -0.0206 | -0.0629 |
| 4421 | native-country_Greece | hours-per-weekGRP_2_[20,40] | -0.00605 | 0.00605 | 0.00245 | -0.153 |
| 5118 | native-country_Portugal | ageGRP_1_[0,20] | -0.00605 | 0.00605 | -0.0105 | -0.159 |
| 2983 | relationship_Not-in-family | race_White | 0.00604 | 0.00604 | -0.189 | 0.0852 |
| 805 | workclass_Self-emp-not-inc | workclass_Without-pay | -0.00603 | 0.00603 | 0.03 | -0.0117 |
| 4674 | native-country_Hungary | education-numGRP_6_[13,16) | -0.00602 | 0.00602 | -0.00047 | 0.269 |
| 1805 | occupation_Adm-clerical | occupation_Armed-Forces | -0.00602 | 0.00602 | -0.09 | -0.00504 |
| 61 | CapitalGainPositive | native-country_Honduras | -0.00602 | 0.00602 | 0.266 | -0.00766 |
| 768 | workclass_Self-emp-inc | native-country_Jamaica | -0.00602 | 0.00602 | 0.139 | -0.0137 |
| 3365 | race_Amer-Indian-Eskimo | ageGRP_3_[30,40] | 0.00601 | 0.00601 | -0.0287 | 0.0568 |
| 1746 | occupation_? | native-country_? | -0.00601 | 0.00601 | -0.0786 | 0.00304 |
| 152 | CapitalLossPositive | native-country_Columbia | -0.006 | 0.006 | 0.139 | -0.0206 |
| 3323 | race_Amer-Indian-Eskimo | native-country_Canada | -0.006 | 0.006 | -0.0287 | 0.0116 |
| 1514 | marital-status_Never-married | native-country_Peru | 0.006 | 0.006 | -0.318 | -0.0127 |
| 4889 | native-country_Japan | education-numGRP_2_[4,6] | -0.006 | 0.006 | 0.0149 | -0.0904 |
| 1405 | marital-status_Married-spouse-absent | native-country_England | -0.006 | 0.006 | -0.0425 | 0.0114 |
| 3625 | race_White | hours-per-weekGRP_1_[0,20] | 0.00599 | 0.00599 | 0.0852 | -0.128 |
| 3761 | native-country_? | native-country_Guatemala | -0.00599 | 0.00599 | 0.00304 | -0.0201 |
| 1639 | marital-status_Widowed | occupation_Machine-op-inspct | -0.00599 | 0.00599 | -0.0644 | -0.0694 |
| 2663 | occupation_Protective-serv | native-country_Thailand | 0.00599 | 0.00599 | 0.0281 | -0.00408 |
| 239 | workclass_? | relationship_Other-relative | 0.00599 | 0.00599 | -0.0782 | -0.0837 |
| 4864 | native-country_Jamaica | hours-per-weekGRP_5_[60,INF) | -0.00598 | 0.00598 | -0.0137 | 0.0541 |
| 943 | workclass_State-gov | native-country_Ecuador | -0.00598 | 0.00598 | 0.0148 | -0.00672 |
| 184 | CapitalLossPositive | native-country_Taiwan | 0.00597 | 0.00597 | 0.139 | 0.014 |
| 1343 | marital-status_Married-civ-spouse | native-country_Thailand | -0.00597 | 0.00597 | 0.445 | -0.00408 |
| 2433 | occupation_Other-service | native-country_South | 0.00597 | 0.00597 | -0.156 | -0.00474 |
| 1403 | marital-status_Married-spouse-absent | native-country_Ecuador | 0.00596 | 0.00596 | -0.0425 | -0.00672 |
| 5022 | native-country_Outlying-US(Guam-USVI-etc) | hours-per-weekGRP_3_[40,50] | -0.00596 | 0.00596 | -0.0117 | 0.172 |
| 4267 | native-country_England | ageGRP_1_[0,20] | -0.00595 | 0.00595 | 0.0114 | -0.159 |
| 3087 | relationship_Other-relative | native-country_Portugal | -0.00594 | 0.00594 | -0.0837 | -0.0105 |
| 4279 | native-country_England | hours-per-weekGRP_1_[0,20] | 0.00594 | 0.00594 | 0.0114 | -0.128 |
| 2170 | occupation_Farming-fishing | native-country_England | -0.00594 | 0.00594 | -0.0519 | 0.0114 |
| 3249 | relationship_Wife | race_Amer-Indian-Eskimo | 0.00593 | 0.00593 | 0.123 | -0.0287 |
| 4780 | native-country_Ireland | ageGRP_4_[40,50] | -0.00592 | 0.00592 | -0.00206 | 0.17 |
| 1899 | occupation_Armed-Forces | occupation_Sales | -0.00591 | 0.00591 | -0.00504 | 0.0237 |
| 3066 | relationship_Other-relative | native-country_Germany | -0.00591 | 0.00591 | -0.0837 | 0.0122 |
| 250 | workclass_? | native-country_? | -0.0059 | 0.0059 | -0.0782 | 0.00304 |
| 3772 | native-country_? | native-country_Japan | -0.0059 | 0.0059 | 0.00304 | 0.0149 |
| 2419 | occupation_Other-service | native-country_Ireland | 0.0059 | 0.0059 | -0.156 | -0.00206 |
| 4133 | native-country_Dominican-Republic | hours-per-weekGRP_5_[60,INF) | 0.0059 | 0.0059 | -0.023 | 0.0541 |
| 4419 | native-country_Greece | education-numGRP_6_[13,16) | 0.0059 | 0.0059 | 0.00245 | 0.269 |
| 2800 | occupation_Tech-support | native-country_Nicaragua | 0.00589 | 0.00589 | 0.0257 | -0.0138 |
| 5227 | native-country_Taiwan | hours-per-weekGRP_4_[50,60] | 0.00589 | 0.00589 | 0.014 | 0.131 |
| 114 | CapitalLossPositive | marital-status_Married-AF-spouse | -0.00588 | 0.00588 | 0.139 | 0.0121 |
| 2217 | occupation_Farming-fishing | hours-per-weekGRP_3_[40,50] | 0.00588 | 0.00588 | -0.0519 | 0.172 |
| 2007 | occupation_Craft-repair | native-country_England | -0.00587 | 0.00587 | -0.0126 | 0.0114 |
| 4857 | native-country_Jamaica | education-numGRP_4_[8,10] | 0.00587 | 0.00587 | -0.0137 | -0.176 |
| 650 | workclass_Private | native-country_Canada | -0.00587 | 0.00587 | -0.0785 | 0.0116 |
| 3412 | race_Asian-Pac-Islander | native-country_Nicaragua | -0.00587 | 0.00587 | 0.0105 | -0.0138 |
| 5008 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_1_[0,20] | -0.00586 | 0.00586 | -0.0117 | -0.159 |
| 2361 | occupation_Machine-op-inspct | native-country_Yugoslavia | 0.00586 | 0.00586 | -0.0694 | 0.00696 |
| 3064 | relationship_Other-relative | native-country_England | -0.00586 | 0.00586 | -0.0837 | 0.0114 |
| 1751 | occupation_? | native-country_Cuba | -0.00586 | 0.00586 | -0.0786 | 0.00283 |
| 58 | CapitalGainPositive | native-country_Guatemala | -0.00585 | 0.00585 | 0.266 | -0.0201 |
| 1172 | marital-status_Divorced | education-numGRP_2_[4,6] | -0.00584 | 0.00584 | -0.127 | -0.0904 |
| 4993 | native-country_Nicaragua | hours-per-weekGRP_4_[50,60] | -0.00584 | 0.00584 | -0.0138 | 0.131 |
| 2720 | occupation_Sales | native-country_Iran | 0.00584 | 0.00584 | 0.0237 | 0.0151 |
| 5255 | native-country_Trinadad&Tobago | ageGRP_3_[30,40] | 0.00582 | 0.00582 | -0.00766 | 0.0568 |
| 547 | workclass_Never-worked | race_White | -0.00582 | 0.00582 | -0.00826 | 0.0852 |
| 255 | workclass_? | native-country_Cuba | -0.00582 | 0.00582 | -0.0782 | 0.00283 |
| 774 | workclass_Self-emp-inc | native-country_Peru | -0.00582 | 0.00582 | 0.139 | -0.0127 |
| 2791 | occupation_Tech-support | native-country_Hungary | 0.00582 | 0.00582 | 0.0257 | -0.00047 |
| 4024 | native-country_Columbia | hours-per-weekGRP_1_[0,20] | -0.00582 | 0.00582 | -0.0206 | -0.128 |
| 1735 | occupation_? | relationship_Other-relative | 0.00581 | 0.00581 | -0.0786 | -0.0837 |
| 3779 | native-country_? | native-country_Poland | -0.0058 | 0.0058 | 0.00304 | -0.0041 |
| 5053 | native-country_Peru | hours-per-weekGRP_5_[60,INF) | -0.0058 | 0.0058 | -0.0127 | 0.0541 |
| 2580 | occupation_Prof-specialty | native-country_Peru | -0.0058 | 0.0058 | 0.186 | -0.0127 |
| 2340 | occupation_Machine-op-inspct | native-country_Iran | -0.00579 | 0.00579 | -0.0694 | 0.0151 |
| 5178 | native-country_Scotland | education-numGRP_6_[13,16) | 0.00579 | 0.00579 | 0.00041 | 0.269 |
| 5099 | native-country_Poland | education-numGRP_2_[4,6] | -0.00579 | 0.00579 | -0.0041 | -0.0904 |
| 976 | workclass_State-gov | native-country_Vietnam | -0.00579 | 0.00579 | 0.0148 | -0.0176 |
| 2805 | occupation_Tech-support | native-country_Portugal | -0.00578 | 0.00578 | 0.0257 | -0.0105 |
| 1307 | marital-status_Married-civ-spouse | native-country_Cambodia | 0.00577 | 0.00577 | 0.445 | 0.00721 |
| 2696 | occupation_Sales | race_Other | -0.00576 | 0.00576 | 0.0237 | -0.0318 |
| 4174 | native-country_Ecuador | education-numGRP_1_[1,4] | 0.00576 | 0.00576 | -0.00672 | -0.0835 |
| 4883 | native-country_Japan | ageGRP_2_[20,30] | -0.00576 | 0.00576 | 0.0149 | -0.213 |
| 2498 | occupation_Priv-house-serv | native-country_Jamaica | 0.00575 | 0.00575 | -0.0371 | -0.0137 |
| 3102 | relationship_Other-relative | ageGRP_6_[60,INF) | -0.00575 | 0.00575 | -0.0837 | -0.00294 |
| 3752 | native-country_? | native-country_Columbia | -0.00575 | 0.00575 | 0.00304 | -0.0206 |
| 1406 | marital-status_Married-spouse-absent | native-country_France | 0.00574 | 0.00574 | -0.0425 | 0.0121 |
| 5265 | native-country_Trinadad&Tobago | hours-per-weekGRP_1_[0,20] | 0.00574 | 0.00574 | -0.00766 | -0.128 |
| 2188 | occupation_Farming-fishing | native-country_Nicaragua | -0.00574 | 0.00574 | -0.0519 | -0.0138 |
| 4331 | native-country_France | hours-per-weekGRP_5_[60,INF) | 0.00574 | 0.00574 | 0.0121 | 0.0541 |
| 2709 | occupation_Sales | native-country_England | -0.00573 | 0.00573 | 0.0237 | 0.0114 |
| 1264 | marital-status_Married-AF-spouse | education-numGRP_2_[4,6] | -0.00573 | 0.00573 | 0.0121 | -0.0904 |
| 4897 | native-country_Japan | hours-per-weekGRP_4_[50,60] | 0.00573 | 0.00573 | 0.0149 | 0.131 |
| 2777 | occupation_Tech-support | native-country_Columbia | 0.00572 | 0.00572 | 0.0257 | -0.0206 |
| 4627 | native-country_Hong | ageGRP_5_[50,60] | -0.00572 | 0.00572 | 0.00343 | 0.119 |
| 1906 | occupation_Armed-Forces | relationship_Unmarried | -0.00572 | 0.00572 | -0.00504 | -0.143 |
| 4321 | native-country_France | education-numGRP_1_[1,4] | -0.00571 | 0.00571 | 0.0121 | -0.0835 |
| 2027 | occupation_Craft-repair | native-country_Peru | -0.00571 | 0.00571 | -0.0126 | -0.0127 |
| 5048 | native-country_Peru | education-numGRP_6_[13,16) | -0.0057 | 0.0057 | -0.0127 | 0.269 |
| 1607 | marital-status_Separated | native-country_Scotland | 0.0057 | 0.0057 | -0.0744 | 0.00041 |
| 3903 | native-country_Canada | ageGRP_1_[0,20] | -0.0057 | 0.0057 | 0.0116 | -0.159 |
| 1491 | marital-status_Never-married | native-country_Dominican-Republic | 0.0057 | 0.0057 | -0.318 | -0.023 |
| 74 | CapitalGainPositive | native-country_Peru | -0.0057 | 0.0057 | 0.266 | -0.0127 |
| 4856 | native-country_Jamaica | education-numGRP_3_[6,8] | 0.00569 | 0.00569 | -0.0137 | -0.0975 |
| 1827 | occupation_Adm-clerical | race_Other | -0.00568 | 0.00568 | -0.09 | -0.0318 |
| 4274 | native-country_England | education-numGRP_2_[4,6] | -0.00568 | 0.00568 | 0.0114 | -0.0904 |
| 3656 | sex_Female | native-country_Laos | 0.00568 | 0.00568 | -0.216 | -0.00713 |
| 3715 | sex_Male | native-country_Laos | -0.00568 | 0.00568 | 0.216 | -0.00713 |
| 1954 | occupation_Armed-Forces | native-country_United-States | 0.00567 | 0.00567 | -0.00504 | 0.0345 |
| 5047 | native-country_Peru | education-numGRP_5_[10,13] | -0.00567 | 0.00567 | -0.0127 | 0.163 |
| 4678 | native-country_Hungary | hours-per-weekGRP_4_[50,60] | 0.00567 | 0.00567 | -0.00047 | 0.131 |
| 2662 | occupation_Protective-serv | native-country_Taiwan | -0.00565 | 0.00565 | 0.0281 | 0.014 |
| 4663 | native-country_Hungary | ageGRP_1_[0,20] | -0.00565 | 0.00565 | -0.00047 | -0.159 |
| 2115 | occupation_Exec-managerial | native-country_South | 0.00565 | 0.00565 | 0.215 | -0.00474 |
| 2265 | occupation_Handlers-cleaners | native-country_Japan | -0.00564 | 0.00564 | -0.0873 | 0.0149 |
| 150 | CapitalLossPositive | native-country_Canada | 0.00564 | 0.00564 | 0.139 | 0.0116 |
| 1695 | marital-status_Widowed | native-country_South | 0.00563 | 0.00563 | -0.0644 | -0.00474 |
| 2420 | occupation_Other-service | native-country_Italy | 0.00563 | 0.00563 | -0.156 | 0.0113 |
| 29 | CapitalGainPositive | occupation_Sales | 0.00563 | 0.00563 | 0.266 | 0.0237 |
| 2862 | occupation_Transport-moving | native-country_Hong | -0.00563 | 0.00563 | -0.0215 | 0.00343 |
| 2004 | occupation_Craft-repair | native-country_Dominican-Republic | -0.00562 | 0.00562 | -0.0126 | -0.023 |
| 4941 | native-country_Mexico | native-country_Taiwan | -0.00562 | 0.00562 | -0.0629 | 0.014 |
| 3329 | race_Amer-Indian-Eskimo | native-country_El-Salvador | -0.00561 | 0.00561 | -0.0287 | -0.0208 |
| 532 | workclass_Never-worked | occupation_Prof-specialty | -0.0056 | 0.0056 | -0.00826 | 0.186 |
| 3414 | race_Asian-Pac-Islander | native-country_Peru | -0.0056 | 0.0056 | 0.0105 | -0.0127 |
| 5305 | native-country_Vietnam | hours-per-weekGRP_4_[50,60] | -0.0056 | 0.0056 | -0.0176 | 0.131 |
| 596 | workclass_Never-worked | ageGRP_5_[50,60] | -0.00559 | 0.00559 | -0.00826 | 0.119 |
| 4317 | native-country_France | ageGRP_3_[30,40] | 0.00559 | 0.00559 | 0.0121 | 0.0568 |
| 1556 | marital-status_Separated | occupation_Protective-serv | -0.00558 | 0.00558 | -0.0744 | 0.0281 |
| 1895 | occupation_Armed-Forces | occupation_Other-service | -0.00558 | 0.00558 | -0.00504 | -0.156 |
| 2262 | occupation_Handlers-cleaners | native-country_Ireland | 0.00558 | 0.00558 | -0.0873 | -0.00206 |
| 1193 | marital-status_Married-AF-spouse | occupation_Handlers-cleaners | -0.00557 | 0.00557 | 0.0121 | -0.0873 |
| 689 | workclass_Private | native-country_Yugoslavia | 0.00557 | 0.00557 | -0.0785 | 0.00696 |
| 525 | workclass_Never-worked | occupation_Craft-repair | -0.00556 | 0.00556 | -0.00826 | -0.0126 |
| 1130 | marital-status_Divorced | native-country_Ecuador | -0.00556 | 0.00556 | -0.127 | -0.00672 |
| 665 | workclass_Private | native-country_Hong | 0.00555 | 0.00555 | -0.0785 | 0.00343 |
| 3708 | sex_Male | native-country_Hungary | -0.00555 | 0.00555 | 0.216 | -0.00047 |
| 3649 | sex_Female | native-country_Hungary | 0.00555 | 0.00555 | -0.216 | -0.00047 |
| 4587 | native-country_Honduras | ageGRP_6_[60,INF) | -0.00555 | 0.00555 | -0.00766 | -0.00294 |
| 1160 | marital-status_Divorced | native-country_Thailand | -0.00554 | 0.00554 | -0.127 | -0.00408 |
| 2015 | occupation_Craft-repair | native-country_Hong | 0.00554 | 0.00554 | -0.0126 | 0.00343 |
| 526 | workclass_Never-worked | occupation_Exec-managerial | -0.00554 | 0.00554 | -0.00826 | 0.215 |
| 748 | workclass_Self-emp-inc | native-country_China | -0.00553 | 0.00553 | 0.139 | 0.00291 |
| 957 | workclass_State-gov | native-country_Ireland | -0.00553 | 0.00553 | 0.0148 | -0.00206 |
| 752 | workclass_Self-emp-inc | native-country_Ecuador | -0.00553 | 0.00553 | 0.139 | -0.00672 |
| 2020 | occupation_Craft-repair | native-country_Italy | 0.0055 | 0.0055 | -0.0126 | 0.0113 |
| 2846 | occupation_Transport-moving | native-country_Cambodia | -0.00549 | 0.00549 | -0.0215 | 0.00721 |
| 1139 | marital-status_Divorced | native-country_Honduras | 0.00549 | 0.00549 | -0.127 | -0.00766 |
| 670 | workclass_Private | native-country_Italy | -0.00549 | 0.00549 | -0.0785 | 0.0113 |
| 1689 | marital-status_Widowed | native-country_Peru | -0.00548 | 0.00548 | -0.0644 | -0.0127 |
| 2190 | occupation_Farming-fishing | native-country_Peru | -0.00548 | 0.00548 | -0.0519 | -0.0127 |
| 3073 | relationship_Other-relative | native-country_Hungary | 0.00547 | 0.00547 | -0.0837 | -0.00047 |
| 3071 | relationship_Other-relative | native-country_Honduras | 0.00547 | 0.00547 | -0.0837 | -0.00766 |
| 2727 | occupation_Sales | native-country_Nicaragua | -0.00546 | 0.00546 | 0.0237 | -0.0138 |
| 4596 | native-country_Honduras | hours-per-weekGRP_3_[40,50] | -0.00546 | 0.00546 | -0.00766 | 0.172 |
| 3195 | relationship_Unmarried | native-country_Cuba | 0.00545 | 0.00545 | -0.143 | 0.00283 |
| 1072 | workclass_Without-pay | ageGRP_1_[0,20] | 0.00545 | 0.00545 | -0.0117 | -0.159 |
| 3340 | race_Amer-Indian-Eskimo | native-country_India | -0.00545 | 0.00545 | -0.0287 | 0.0207 |
| 415 | workclass_Local-gov | workclass_Without-pay | -0.00544 | 0.00544 | 0.0331 | -0.0117 |
| 3117 | relationship_Own-child | race_Asian-Pac-Islander | 0.00544 | 0.00544 | -0.229 | 0.0105 |
| 1787 | occupation_? | native-country_Yugoslavia | -0.00543 | 0.00543 | -0.0786 | 0.00696 |
| 419 | workclass_Local-gov | marital-status_Married-spouse-absent | -0.00542 | 0.00542 | 0.0331 | -0.0425 |
| 5414 | education-numGRP_1_[1,4] | hours-per-weekGRP_5_[60,INF) | 0.00542 | 0.00542 | -0.0835 | 0.0541 |
| 2555 | occupation_Prof-specialty | native-country_Columbia | -0.00542 | 0.00542 | 0.186 | -0.0206 |
| 291 | workclass_? | native-country_Yugoslavia | -0.00542 | 0.00542 | -0.0782 | 0.00696 |
| 3395 | race_Asian-Pac-Islander | native-country_France | -0.00542 | 0.00542 | 0.0105 | 0.0121 |
| 994 | workclass_State-gov | hours-per-weekGRP_5_[60,INF) | -0.00541 | 0.00541 | 0.0148 | 0.0541 |
| 2111 | occupation_Exec-managerial | native-country_Poland | -0.0054 | 0.0054 | 0.215 | -0.0041 |
| 2589 | occupation_Prof-specialty | native-country_Trinadad&Tobago | -0.0054 | 0.0054 | 0.186 | -0.00766 |
| 5159 | native-country_Puerto-Rico | hours-per-weekGRP_5_[60,INF) | -0.0054 | 0.0054 | -0.0188 | 0.0541 |
| 3008 | relationship_Not-in-family | native-country_Italy | -0.00539 | 0.00539 | -0.189 | 0.0113 |
| 4409 | native-country_Greece | ageGRP_2_[20,30] | -0.00539 | 0.00539 | 0.00245 | -0.213 |
| 380 | workclass_Federal-gov | native-country_Peru | -0.00538 | 0.00538 | 0.0594 | -0.0127 |
| 1583 | marital-status_Separated | native-country_France | -0.00538 | 0.00538 | -0.0744 | 0.0121 |
| 1585 | marital-status_Separated | native-country_Greece | -0.00538 | 0.00538 | -0.0744 | 0.00245 |
| 3851 | native-country_Cambodia | ageGRP_5_[50,60] | -0.00538 | 0.00538 | 0.00721 | 0.119 |
| 2687 | occupation_Sales | relationship_Husband | 0.00537 | 0.00537 | 0.0237 | 0.401 |
| 2157 | occupation_Farming-fishing | race_Other | 0.00536 | 0.00536 | -0.0519 | -0.0318 |
| 1431 | marital-status_Married-spouse-absent | native-country_South | 0.00536 | 0.00536 | -0.0425 | -0.00474 |
| 2762 | occupation_Tech-support | relationship_Other-relative | -0.00535 | 0.00535 | 0.0257 | -0.0837 |
| 3784 | native-country_? | native-country_Taiwan | -0.00535 | 0.00535 | 0.00304 | 0.014 |
| 2870 | occupation_Transport-moving | native-country_Laos | -0.00534 | 0.00534 | -0.0215 | -0.00713 |
| 2882 | occupation_Transport-moving | native-country_Thailand | -0.00534 | 0.00534 | -0.0215 | -0.00408 |
| 864 | workclass_Self-emp-not-inc | native-country_Jamaica | -0.00533 | 0.00533 | 0.03 | -0.0137 |
| 1425 | marital-status_Married-spouse-absent | native-country_Peru | 0.00533 | 0.00533 | -0.0425 | -0.0127 |
| 1687 | marital-status_Widowed | native-country_Nicaragua | 0.00533 | 0.00533 | -0.0644 | -0.0138 |
| 2643 | occupation_Protective-serv | native-country_Hong | 0.00533 | 0.00533 | 0.0281 | 0.00343 |
| 3392 | race_Asian-Pac-Islander | native-country_Ecuador | -0.00533 | 0.00533 | 0.0105 | -0.00672 |
| 2925 | relationship_Husband | native-country_England | -0.00532 | 0.00532 | 0.401 | 0.0114 |
| 737 | workclass_Self-emp-inc | relationship_Wife | -0.00532 | 0.00532 | 0.139 | 0.123 |
| 2348 | occupation_Machine-op-inspct | native-country_Outlying-US(Guam-USVI-etc) | -0.00531 | 0.00531 | -0.0694 | -0.0117 |
| 3371 | race_Amer-Indian-Eskimo | education-numGRP_3_[6,8] | 0.00531 | 0.00531 | -0.0287 | -0.0975 |
| 3326 | race_Amer-Indian-Eskimo | native-country_Cuba | -0.00531 | 0.00531 | -0.0287 | 0.00283 |
| 523 | workclass_Never-worked | occupation_Adm-clerical | -0.00531 | 0.00531 | -0.00826 | -0.09 |
| 2173 | occupation_Farming-fishing | native-country_Greece | -0.0053 | 0.0053 | -0.0519 | 0.00245 |
| 4637 | native-country_Hong | hours-per-weekGRP_3_[40,50] | -0.00529 | 0.00529 | 0.00343 | 0.172 |
| 1580 | marital-status_Separated | native-country_Ecuador | -0.00529 | 0.00529 | -0.0744 | -0.00672 |
| 4983 | native-country_Nicaragua | ageGRP_6_[60,INF) | -0.00529 | 0.00529 | -0.0138 | -0.00294 |
| 2081 | occupation_Exec-managerial | native-country_Cambodia | -0.00528 | 0.00528 | 0.215 | 0.00721 |
| 2118 | occupation_Exec-managerial | native-country_Trinadad&Tobago | -0.00528 | 0.00528 | 0.215 | -0.00766 |
| 1683 | marital-status_Widowed | native-country_Jamaica | -0.00527 | 0.00527 | -0.0644 | -0.0137 |
| 3806 | native-country_? | hours-per-weekGRP_5_[60,INF) | 0.00527 | 0.00527 | 0.00304 | 0.0541 |
| 3700 | sex_Male | native-country_France | -0.00527 | 0.00527 | 0.216 | 0.0121 |
| 2430 | occupation_Other-service | native-country_Portugal | -0.00527 | 0.00527 | -0.156 | -0.0105 |
| 3641 | sex_Female | native-country_France | 0.00527 | 0.00527 | -0.216 | 0.0121 |
| 3065 | relationship_Other-relative | native-country_France | -0.00526 | 0.00526 | -0.0837 | 0.0121 |
| 835 | workclass_Self-emp-not-inc | race_Asian-Pac-Islander | -0.00526 | 0.00526 | 0.03 | 0.0105 |
| 5077 | native-country_Philippines | hours-per-weekGRP_1_[0,20] | -0.00525 | 0.00525 | 0.0123 | -0.128 |
| 1766 | occupation_? | native-country_Iran | -0.00525 | 0.00525 | -0.0786 | 0.0151 |
| 5052 | native-country_Peru | hours-per-weekGRP_4_[50,60] | -0.00525 | 0.00525 | -0.0127 | 0.131 |
| 5201 | native-country_South | education-numGRP_6_[13,16) | 0.00525 | 0.00525 | -0.00474 | 0.269 |
| 469 | workclass_Local-gov | native-country_Hungary | -0.00524 | 0.00524 | 0.0331 | -0.00047 |
| 2205 | occupation_Farming-fishing | ageGRP_3_[30,40] | -0.00523 | 0.00523 | -0.0519 | 0.0568 |
| 1851 | occupation_Adm-clerical | native-country_Iran | -0.00523 | 0.00523 | -0.09 | 0.0151 |
| 4715 | native-country_India | hours-per-weekGRP_2_[20,40] | -0.00523 | 0.00523 | 0.0207 | -0.153 |
| 2241 | occupation_Handlers-cleaners | native-country_? | -0.00523 | 0.00523 | -0.0873 | 0.00304 |
| 1443 | marital-status_Married-spouse-absent | ageGRP_6_[60,INF) | -0.00522 | 0.00522 | -0.0425 | -0.00294 |
| 3919 | native-country_Canada | hours-per-weekGRP_5_[60,INF) | 0.00522 | 0.00522 | 0.0116 | 0.0541 |
| 270 | workclass_? | native-country_Iran | -0.00522 | 0.00522 | -0.0782 | 0.0151 |
| 4481 | native-country_Haiti | native-country_Mexico | -0.00522 | 0.00522 | -0.0129 | -0.0629 |
| 2563 | occupation_Prof-specialty | native-country_Greece | -0.00521 | 0.00521 | 0.186 | 0.00245 |
| 48 | CapitalGainPositive | native-country_China | -0.00521 | 0.00521 | 0.266 | 0.00291 |
| 534 | workclass_Never-worked | occupation_Sales | -0.00521 | 0.00521 | -0.00826 | 0.0237 |
| 3854 | native-country_Cambodia | education-numGRP_2_[4,6] | -0.00521 | 0.00521 | 0.00721 | -0.0904 |
| 2250 | occupation_Handlers-cleaners | native-country_England | -0.00521 | 0.00521 | -0.0873 | 0.0114 |
| 2168 | occupation_Farming-fishing | native-country_Ecuador | -0.00521 | 0.00521 | -0.0519 | -0.00672 |
| 363 | workclass_Federal-gov | native-country_Greece | -0.0052 | 0.0052 | 0.0594 | 0.00245 |
| 173 | CapitalLossPositive | native-country_Laos | -0.0052 | 0.0052 | 0.139 | -0.00713 |
| 5423 | education-numGRP_2_[4,6] | hours-per-weekGRP_5_[60,INF) | -0.0052 | 0.0052 | -0.0904 | 0.0541 |
| 2258 | occupation_Handlers-cleaners | native-country_Hong | -0.0052 | 0.0052 | -0.0873 | 0.00343 |
| 185 | CapitalLossPositive | native-country_Thailand | -0.0052 | 0.0052 | 0.139 | -0.00408 |
| 2646 | occupation_Protective-serv | native-country_Iran | -0.00519 | 0.00519 | 0.0281 | 0.0151 |
| 3634 | sex_Female | native-country_China | -0.00519 | 0.00519 | -0.216 | 0.00291 |
| 3693 | sex_Male | native-country_China | 0.00519 | 0.00519 | 0.216 | 0.00291 |
| 4783 | native-country_Ireland | education-numGRP_1_[1,4] | -0.00519 | 0.00519 | -0.00206 | -0.0835 |
| 3965 | native-country_China | education-numGRP_2_[4,6] | 0.00518 | 0.00518 | 0.00291 | -0.0904 |
| 3330 | race_Amer-Indian-Eskimo | native-country_England | -0.00517 | 0.00517 | -0.0287 | 0.0114 |
| 4790 | native-country_Ireland | hours-per-weekGRP_2_[20,40] | 0.00517 | 0.00517 | -0.00206 | -0.153 |
| 3059 | relationship_Other-relative | native-country_Columbia | 0.00516 | 0.00516 | -0.0837 | -0.0206 |
| 4724 | native-country_Iran | native-country_Mexico | -0.00516 | 0.00516 | 0.0151 | -0.0629 |
| 5243 | native-country_Thailand | education-numGRP_5_[10,13] | 0.00516 | 0.00516 | -0.00408 | 0.163 |
| 2758 | occupation_Sales | hours-per-weekGRP_5_[60,INF) | 0.00514 | 0.00514 | 0.0237 | 0.0541 |
| 1270 | marital-status_Married-AF-spouse | hours-per-weekGRP_2_[20,40] | -0.00514 | 0.00514 | 0.0121 | -0.153 |
| 747 | workclass_Self-emp-inc | native-country_Canada | 0.00514 | 0.00514 | 0.139 | 0.0116 |
| 2322 | occupation_Machine-op-inspct | native-country_Canada | -0.00513 | 0.00513 | -0.0694 | 0.0116 |
| 3798 | native-country_? | education-numGRP_3_[6,8] | -0.00512 | 0.00512 | 0.00304 | -0.0975 |
| 4917 | native-country_Laos | ageGRP_3_[30,40] | -0.00512 | 0.00512 | -0.00713 | 0.0568 |
| 766 | workclass_Self-emp-inc | native-country_Ireland | -0.00512 | 0.00512 | 0.139 | -0.00206 |
| 483 | workclass_Local-gov | native-country_Portugal | -0.00512 | 0.00512 | 0.0331 | -0.0105 |
| 2338 | occupation_Machine-op-inspct | native-country_Hungary | -0.00512 | 0.00512 | -0.0694 | -0.00047 |
| 358 | workclass_Federal-gov | native-country_Ecuador | -0.00511 | 0.00511 | 0.0594 | -0.00672 |
| 1321 | marital-status_Married-civ-spouse | native-country_Holand-Netherlands | -0.00511 | 0.00511 | 0.445 | -0.00312 |
| 2785 | occupation_Tech-support | native-country_Greece | -0.00511 | 0.00511 | 0.0257 | 0.00245 |
| 3225 | relationship_Unmarried | native-country_South | 0.00511 | 0.00511 | -0.143 | -0.00474 |
| 4793 | native-country_Ireland | hours-per-weekGRP_5_[60,INF) | -0.0051 | 0.0051 | -0.00206 | 0.0541 |
| 3493 | race_Black | ageGRP_4_[40,50] | 0.00509 | 0.00509 | -0.0891 | 0.17 |
| 1660 | marital-status_Widowed | native-country_? | -0.00509 | 0.00509 | -0.0644 | 0.00304 |
| 1774 | occupation_? | native-country_Outlying-US(Guam-USVI-etc) | -0.00508 | 0.00508 | -0.0786 | -0.0117 |
| 1002 | workclass_Without-pay | occupation_? | -0.00508 | 0.00508 | -0.0117 | -0.0786 |
| 4350 | native-country_Germany | native-country_Philippines | -0.00508 | 0.00508 | 0.0122 | 0.0123 |
| 1263 | marital-status_Married-AF-spouse | education-numGRP_1_[1,4] | -0.00508 | 0.00508 | 0.0121 | -0.0835 |
| 122 | CapitalLossPositive | occupation_Armed-Forces | 0.00508 | 0.00508 | 0.139 | -0.00504 |
| 278 | workclass_? | native-country_Outlying-US(Guam-USVI-etc) | -0.00507 | 0.00507 | -0.0782 | -0.0117 |
| 5240 | native-country_Thailand | education-numGRP_2_[4,6] | -0.00507 | 0.00507 | -0.00408 | -0.0904 |
| 214 | workclass_? | workclass_Without-pay | -0.00507 | 0.00507 | -0.0782 | -0.0117 |
| 4922 | native-country_Laos | education-numGRP_2_[4,6] | -0.00507 | 0.00507 | -0.00713 | -0.0904 |
| 2242 | occupation_Handlers-cleaners | native-country_Cambodia | -0.00506 | 0.00506 | -0.0873 | 0.00721 |
| 2279 | occupation_Handlers-cleaners | native-country_Trinadad&Tobago | -0.00506 | 0.00506 | -0.0873 | -0.00766 |
| 1017 | workclass_Without-pay | relationship_Husband | -0.00505 | 0.00505 | -0.0117 | 0.401 |
| 4549 | native-country_Holand-Netherlands | education-numGRP_4_[8,10] | 0.00505 | 0.00505 | -0.00312 | -0.176 |
| 5315 | native-country_Yugoslavia | education-numGRP_3_[6,8] | -0.00505 | 0.00505 | 0.00696 | -0.0975 |
| 3970 | native-country_China | hours-per-weekGRP_1_[0,20] | 0.00505 | 0.00505 | 0.00291 | -0.128 |
| 2635 | occupation_Protective-serv | native-country_England | 0.00505 | 0.00505 | 0.0281 | 0.0114 |
| 541 | workclass_Never-worked | relationship_Unmarried | -0.00504 | 0.00504 | -0.00826 | -0.143 |
| 2782 | occupation_Tech-support | native-country_England | 0.00504 | 0.00504 | 0.0257 | 0.0114 |
| 3904 | native-country_Canada | ageGRP_2_[20,30] | -0.00504 | 0.00504 | 0.0116 | -0.213 |
| 1664 | marital-status_Widowed | native-country_Columbia | 0.00504 | 0.00504 | -0.0644 | -0.0206 |
| 1378 | marital-status_Married-spouse-absent | occupation_Prof-specialty | -0.00503 | 0.00503 | -0.0425 | 0.186 |
| 1671 | marital-status_Widowed | native-country_Germany | 0.00503 | 0.00503 | -0.0644 | 0.0122 |
| 5237 | native-country_Thailand | ageGRP_5_[50,60] | -0.00503 | 0.00503 | -0.00408 | 0.119 |
| 485 | workclass_Local-gov | native-country_Scotland | -0.00503 | 0.00503 | 0.0331 | 0.00041 |
| 5428 | education-numGRP_3_[6,8] | hours-per-weekGRP_2_[20,40] | -0.00503 | 0.00503 | -0.0975 | -0.153 |
| 936 | workclass_State-gov | native-country_? | -0.00502 | 0.00502 | 0.0148 | 0.00304 |
| 3971 | native-country_China | hours-per-weekGRP_2_[20,40] | 0.00502 | 0.00502 | 0.00291 | -0.153 |
| 19 | CapitalGainPositive | occupation_Armed-Forces | -0.00501 | 0.00501 | 0.266 | -0.00504 |
| 711 | workclass_Self-emp-inc | marital-status_Married-AF-spouse | -0.00501 | 0.00501 | 0.139 | 0.0121 |
| 1509 | marital-status_Never-married | native-country_Japan | -0.00501 | 0.00501 | -0.318 | 0.0149 |
| 1967 | occupation_Armed-Forces | education-numGRP_5_[10,13] | -0.00501 | 0.00501 | -0.00504 | 0.163 |
| 589 | workclass_Never-worked | native-country_United-States | 0.005 | 0.005 | -0.00826 | 0.0345 |
| 49 | CapitalGainPositive | native-country_Columbia | -0.005 | 0.005 | 0.266 | -0.0206 |
| 75 | CapitalGainPositive | native-country_Philippines | -0.00499 | 0.00499 | 0.266 | 0.0123 |
| 4507 | native-country_Haiti | education-numGRP_5_[10,13] | -0.00499 | 0.00499 | -0.0129 | 0.163 |
| 2438 | occupation_Other-service | native-country_Vietnam | 0.00499 | 0.00499 | -0.156 | -0.0176 |
| 940 | workclass_State-gov | native-country_Columbia | -0.00499 | 0.00499 | 0.0148 | -0.0206 |
| 2035 | occupation_Craft-repair | native-country_Thailand | -0.00499 | 0.00499 | -0.0126 | -0.00408 |
| 386 | workclass_Federal-gov | native-country_South | -0.00498 | 0.00498 | 0.0594 | -0.00474 |
| 16 | CapitalGainPositive | marital-status_Widowed | -0.00498 | 0.00498 | 0.266 | -0.0644 |
| 2163 | occupation_Farming-fishing | native-country_Canada | -0.00497 | 0.00497 | -0.0519 | 0.0116 |
| 3762 | native-country_? | native-country_Haiti | -0.00497 | 0.00497 | 0.00304 | -0.0129 |
| 660 | workclass_Private | native-country_Greece | -0.00496 | 0.00496 | -0.0785 | 0.00245 |
| 716 | workclass_Self-emp-inc | marital-status_Widowed | -0.00494 | 0.00494 | 0.139 | -0.0644 |
| 1001 | workclass_Without-pay | marital-status_Widowed | 0.00494 | 0.00494 | -0.0117 | -0.0644 |
| 1688 | marital-status_Widowed | native-country_Outlying-US(Guam-USVI-etc) | 0.00494 | 0.00494 | -0.0644 | -0.0117 |
| 1824 | occupation_Adm-clerical | race_Amer-Indian-Eskimo | -0.00494 | 0.00494 | -0.09 | -0.0287 |
| 2105 | occupation_Exec-managerial | native-country_Laos | -0.00493 | 0.00493 | 0.215 | -0.00713 |
| 2278 | occupation_Handlers-cleaners | native-country_Thailand | -0.00493 | 0.00493 | -0.0873 | -0.00408 |
| 2266 | occupation_Handlers-cleaners | native-country_Laos | -0.00493 | 0.00493 | -0.0873 | -0.00713 |
| 4860 | native-country_Jamaica | hours-per-weekGRP_1_[0,20] | -0.00492 | 0.00492 | -0.0137 | -0.128 |
| 937 | workclass_State-gov | native-country_Cambodia | -0.00492 | 0.00492 | 0.0148 | 0.00721 |
| 530 | workclass_Never-worked | occupation_Other-service | -0.00492 | 0.00492 | -0.00826 | -0.156 |
| 3546 | race_Other | native-country_Taiwan | 0.00492 | 0.00492 | -0.0318 | 0.014 |
| 5181 | native-country_Scotland | hours-per-weekGRP_3_[40,50] | -0.00492 | 0.00492 | 0.00041 | 0.172 |
| 2558 | occupation_Prof-specialty | native-country_Ecuador | -0.00491 | 0.00491 | 0.186 | -0.00672 |
| 2719 | occupation_Sales | native-country_India | 0.00491 | 0.00491 | 0.0237 | 0.0207 |
| 3768 | native-country_? | native-country_Iran | -0.00491 | 0.00491 | 0.00304 | 0.0151 |
| 3344 | race_Amer-Indian-Eskimo | native-country_Jamaica | -0.0049 | 0.0049 | -0.0287 | -0.0137 |
| 4221 | native-country_El-Salvador | ageGRP_4_[40,50] | -0.0049 | 0.0049 | -0.0208 | 0.17 |
| 189 | CapitalLossPositive | native-country_Yugoslavia | -0.0049 | 0.0049 | 0.139 | 0.00696 |
| 1764 | occupation_? | native-country_Hungary | -0.0049 | 0.0049 | -0.0786 | -0.00047 |
| 1337 | marital-status_Married-civ-spouse | native-country_Poland | 0.00489 | 0.00489 | 0.445 | -0.0041 |
| 456 | workclass_Local-gov | native-country_Cuba | -0.00489 | 0.00489 | 0.0331 | 0.00283 |
| 268 | workclass_? | native-country_Hungary | -0.00489 | 0.00489 | -0.0782 | -0.00047 |
| 5150 | native-country_Puerto-Rico | education-numGRP_2_[4,6] | 0.00488 | 0.00488 | -0.0188 | -0.0904 |
| 1518 | marital-status_Never-married | native-country_Puerto-Rico | -0.00488 | 0.00488 | -0.318 | -0.0188 |
| 2717 | occupation_Sales | native-country_Hong | -0.00488 | 0.00488 | 0.0237 | 0.00343 |
| 3791 | native-country_? | ageGRP_2_[20,30] | -0.00488 | 0.00488 | 0.00304 | -0.213 |
| 375 | workclass_Federal-gov | native-country_Japan | 0.00488 | 0.00488 | 0.0594 | 0.0149 |
| 1137 | marital-status_Divorced | native-country_Haiti | -0.00488 | 0.00488 | -0.127 | -0.0129 |
| 244 | workclass_? | race_Asian-Pac-Islander | 0.00486 | 0.00486 | -0.0782 | 0.0105 |
| 2402 | occupation_Other-service | native-country_Columbia | 0.00486 | 0.00486 | -0.156 | -0.0206 |
| 784 | workclass_Self-emp-inc | native-country_United-States | -0.00485 | 0.00485 | 0.139 | 0.0345 |
| 815 | workclass_Self-emp-not-inc | occupation_Armed-Forces | -0.00484 | 0.00484 | 0.03 | -0.00504 |
| 5143 | native-country_Puerto-Rico | ageGRP_1_[0,20] | -0.00484 | 0.00484 | -0.0188 | -0.159 |
| 1209 | marital-status_Married-AF-spouse | race_Asian-Pac-Islander | -0.00483 | 0.00483 | 0.0121 | 0.0105 |
| 3119 | relationship_Own-child | race_Other | -0.00483 | 0.00483 | -0.229 | -0.0318 |
| 2847 | occupation_Transport-moving | native-country_Canada | 0.00483 | 0.00483 | -0.0215 | 0.0116 |
| 785 | workclass_Self-emp-inc | native-country_Vietnam | -0.00483 | 0.00483 | 0.139 | -0.0176 |
| 2750 | occupation_Sales | education-numGRP_3_[6,8] | 0.00483 | 0.00483 | 0.0237 | -0.0975 |
| 1681 | marital-status_Widowed | native-country_Ireland | -0.00482 | 0.00482 | -0.0644 | -0.00206 |
| 3151 | relationship_Own-child | native-country_Outlying-US(Guam-USVI-etc) | -0.00482 | 0.00482 | -0.229 | -0.0117 |
| 3519 | race_Other | native-country_England | -0.00482 | 0.00482 | -0.0318 | 0.0114 |
| 2729 | occupation_Sales | native-country_Peru | 0.00481 | 0.00481 | 0.0237 | -0.0127 |
| 4268 | native-country_England | ageGRP_2_[20,30] | -0.00481 | 0.00481 | 0.0114 | -0.213 |
| 5306 | native-country_Vietnam | hours-per-weekGRP_5_[60,INF) | -0.0048 | 0.0048 | -0.0176 | 0.0541 |
| 1663 | marital-status_Widowed | native-country_China | -0.0048 | 0.0048 | -0.0644 | 0.00291 |
| 3962 | native-country_China | ageGRP_5_[50,60] | 0.0048 | 0.0048 | 0.00291 | 0.119 |
| 1185 | marital-status_Married-AF-spouse | marital-status_Separated | -0.00479 | 0.00479 | 0.0121 | -0.0744 |
| 961 | workclass_State-gov | native-country_Laos | -0.00479 | 0.00479 | 0.0148 | -0.00713 |
| 4937 | native-country_Mexico | native-country_Portugal | -0.00479 | 0.00479 | -0.0629 | -0.0105 |
| 2255 | occupation_Handlers-cleaners | native-country_Haiti | 0.00478 | 0.00478 | -0.0873 | -0.0129 |
| 2590 | occupation_Prof-specialty | native-country_United-States | -0.00478 | 0.00478 | 0.186 | 0.0345 |
| 1164 | marital-status_Divorced | native-country_Yugoslavia | -0.00478 | 0.00478 | -0.127 | 0.00696 |
| 3891 | native-country_Canada | native-country_Philippines | -0.00478 | 0.00478 | 0.0116 | 0.0123 |
| 461 | workclass_Local-gov | native-country_France | 0.00477 | 0.00477 | 0.0331 | 0.0121 |
| 454 | workclass_Local-gov | native-country_China | -0.00476 | 0.00476 | 0.0331 | 0.00291 |
| 980 | workclass_State-gov | ageGRP_3_[30,40] | 0.00475 | 0.00475 | 0.0148 | 0.0568 |
| 1210 | marital-status_Married-AF-spouse | race_Black | -0.00474 | 0.00474 | 0.0121 | -0.0891 |
| 1965 | occupation_Armed-Forces | education-numGRP_3_[6,8] | 0.00474 | 0.00474 | -0.00504 | -0.0975 |
| 5016 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_3_[6,8] | -0.00473 | 0.00473 | -0.0117 | -0.0975 |
| 1080 | workclass_Without-pay | education-numGRP_3_[6,8] | -0.00473 | 0.00473 | -0.0117 | -0.0975 |
| 372 | workclass_Federal-gov | native-country_Ireland | -0.00473 | 0.00473 | 0.0594 | -0.00206 |
| 5097 | native-country_Poland | ageGRP_6_[60,INF) | 0.00473 | 0.00473 | -0.0041 | -0.00294 |
| 3964 | native-country_China | education-numGRP_1_[1,4] | 0.00472 | 0.00472 | 0.00291 | -0.0835 |
| 1186 | marital-status_Married-AF-spouse | marital-status_Widowed | -0.00472 | 0.00472 | 0.0121 | -0.0644 |
| 3324 | race_Amer-Indian-Eskimo | native-country_China | -0.00472 | 0.00472 | -0.0287 | 0.00291 |
| 1151 | marital-status_Divorced | native-country_Outlying-US(Guam-USVI-etc) | 0.0047 | 0.0047 | -0.127 | -0.0117 |
| 938 | workclass_State-gov | native-country_Canada | -0.0047 | 0.0047 | 0.0148 | 0.0116 |
| 1957 | occupation_Armed-Forces | ageGRP_1_[0,20] | -0.0047 | 0.0047 | -0.00504 | -0.159 |
| 4021 | native-country_Columbia | education-numGRP_4_[8,10] | -0.0047 | 0.0047 | -0.0206 | -0.176 |
| 78 | CapitalGainPositive | native-country_Puerto-Rico | -0.00469 | 0.00469 | 0.266 | -0.0188 |
| 2191 | occupation_Farming-fishing | native-country_Philippines | -0.00469 | 0.00469 | -0.0519 | 0.0123 |
| 2694 | occupation_Sales | race_Asian-Pac-Islander | -0.00469 | 0.00469 | 0.0237 | 0.0105 |
| 1740 | occupation_? | race_Asian-Pac-Islander | 0.00468 | 0.00468 | -0.0786 | 0.0105 |
| 763 | workclass_Self-emp-inc | native-country_Hungary | 0.00468 | 0.00468 | 0.139 | -0.00047 |
| 353 | workclass_Federal-gov | native-country_Canada | -0.00468 | 0.00468 | 0.0594 | 0.0116 |
| 1690 | marital-status_Widowed | native-country_Philippines | -0.00468 | 0.00468 | -0.0644 | 0.0123 |
| 762 | workclass_Self-emp-inc | native-country_Hong | -0.00467 | 0.00467 | 0.139 | 0.00343 |
| 1024 | workclass_Without-pay | race_Asian-Pac-Islander | 0.00466 | 0.00466 | -0.0117 | 0.0105 |
| 3252 | relationship_Wife | race_Other | 0.00466 | 0.00466 | 0.123 | -0.0318 |
| 360 | workclass_Federal-gov | native-country_England | 0.00466 | 0.00466 | 0.0594 | 0.0114 |
| 3725 | sex_Male | native-country_South | -0.00466 | 0.00466 | 0.216 | -0.00474 |
| 3666 | sex_Female | native-country_South | 0.00466 | 0.00466 | -0.216 | -0.00474 |
| 2794 | occupation_Tech-support | native-country_Ireland | -0.00465 | 0.00465 | 0.0257 | -0.00206 |
| 3391 | race_Asian-Pac-Islander | native-country_Dominican-Republic | -0.00465 | 0.00465 | 0.0105 | -0.023 |
| 2282 | occupation_Handlers-cleaners | native-country_Yugoslavia | -0.00465 | 0.00465 | -0.0873 | 0.00696 |
| 3343 | race_Amer-Indian-Eskimo | native-country_Italy | -0.00465 | 0.00465 | -0.0287 | 0.0113 |
| 2009 | occupation_Craft-repair | native-country_Germany | -0.00464 | 0.00464 | -0.0126 | 0.0122 |
| 5176 | native-country_Scotland | education-numGRP_4_[8,10] | 0.00464 | 0.00464 | 0.00041 | -0.176 |
| 5056 | native-country_Philippines | native-country_Puerto-Rico | -0.00464 | 0.00464 | 0.0123 | -0.0188 |
| 997 | workclass_Without-pay | marital-status_Married-civ-spouse | 0.00464 | 0.00464 | -0.0117 | 0.445 |
| 848 | workclass_Self-emp-not-inc | native-country_Ecuador | -0.00463 | 0.00463 | 0.03 | -0.00672 |
| 4949 | native-country_Mexico | ageGRP_3_[30,40] | 0.00463 | 0.00463 | -0.0629 | 0.0568 |
| 3857 | native-country_Cambodia | education-numGRP_5_[10,13] | -0.00463 | 0.00463 | 0.00721 | 0.163 |
| 1653 | marital-status_Widowed | race_Amer-Indian-Eskimo | 0.00462 | 0.00462 | -0.0644 | -0.0287 |
| 1991 | occupation_Craft-repair | race_Amer-Indian-Eskimo | 0.00462 | 0.00462 | -0.0126 | -0.0287 |
| 1962 | occupation_Armed-Forces | ageGRP_6_[60,INF) | -0.00462 | 0.00462 | -0.00504 | -0.00294 |
| 1692 | marital-status_Widowed | native-country_Portugal | 0.00462 | 0.00462 | -0.0644 | -0.0105 |
| 2653 | occupation_Protective-serv | native-country_Nicaragua | -0.00461 | 0.00461 | 0.0281 | -0.0138 |
| 2916 | relationship_Husband | native-country_? | 0.00461 | 0.00461 | 0.401 | 0.00304 |
| 3192 | relationship_Unmarried | native-country_Canada | -0.0046 | 0.0046 | -0.143 | 0.0116 |
| 4932 | native-country_Mexico | native-country_Nicaragua | -0.00459 | 0.00459 | -0.0629 | -0.0138 |
| 176 | CapitalLossPositive | native-country_Outlying-US(Guam-USVI-etc) | -0.00459 | 0.00459 | 0.139 | -0.0117 |
| 2194 | occupation_Farming-fishing | native-country_Puerto-Rico | 0.00459 | 0.00459 | -0.0519 | -0.0188 |
| 1448 | marital-status_Married-spouse-absent | education-numGRP_5_[10,13] | -0.00459 | 0.00459 | -0.0425 | 0.163 |
| 112 | CapitalLossPositive | workclass_Without-pay | -0.00459 | 0.00459 | 0.139 | -0.0117 |
| 354 | workclass_Federal-gov | native-country_China | -0.00459 | 0.00459 | 0.0594 | 0.00291 |
| 1584 | marital-status_Separated | native-country_Germany | 0.00458 | 0.00458 | -0.0744 | 0.0122 |
| 142 | CapitalLossPositive | race_Asian-Pac-Islander | 0.00458 | 0.00458 | 0.139 | 0.0105 |
| 2931 | relationship_Husband | native-country_Holand-Netherlands | -0.00457 | 0.00457 | 0.401 | -0.00312 |
| 651 | workclass_Private | native-country_China | -0.00457 | 0.00457 | -0.0785 | 0.00291 |
| 3327 | race_Amer-Indian-Eskimo | native-country_Dominican-Republic | -0.00456 | 0.00456 | -0.0287 | -0.023 |
| 4671 | native-country_Hungary | education-numGRP_3_[6,8] | -0.00456 | 0.00456 | -0.00047 | -0.0975 |
| 45 | CapitalGainPositive | native-country_? | 0.00456 | 0.00456 | 0.266 | 0.00304 |
| 3265 | relationship_Wife | native-country_England | 0.00455 | 0.00455 | 0.123 | 0.0114 |
| 3780 | native-country_? | native-country_Portugal | -0.00455 | 0.00455 | 0.00304 | -0.0105 |
| 2738 | occupation_Sales | native-country_Trinadad&Tobago | -0.00455 | 0.00455 | 0.0237 | -0.00766 |
| 3545 | race_Other | native-country_South | -0.00455 | 0.00455 | -0.0318 | -0.00474 |
| 746 | workclass_Self-emp-inc | native-country_Cambodia | -0.00455 | 0.00455 | 0.139 | 0.00721 |
| 1200 | marital-status_Married-AF-spouse | occupation_Tech-support | -0.00455 | 0.00455 | 0.0121 | 0.0257 |
| 3863 | native-country_Cambodia | hours-per-weekGRP_5_[60,INF) | -0.00454 | 0.00454 | 0.00721 | 0.0541 |
| 5269 | native-country_Trinadad&Tobago | hours-per-weekGRP_5_[60,INF) | -0.00454 | 0.00454 | -0.00766 | 0.0541 |
| 2436 | occupation_Other-service | native-country_Trinadad&Tobago | 0.00454 | 0.00454 | -0.156 | -0.00766 |
| 3968 | native-country_China | education-numGRP_5_[10,13] | 0.00454 | 0.00454 | 0.00291 | 0.163 |
| 2861 | occupation_Transport-moving | native-country_Honduras | -0.00454 | 0.00454 | -0.0215 | -0.00766 |
| 977 | workclass_State-gov | native-country_Yugoslavia | -0.00452 | 0.00452 | 0.0148 | 0.00696 |
| 2334 | occupation_Machine-op-inspct | native-country_Haiti | 0.00451 | 0.00451 | -0.0694 | -0.0129 |
| 4315 | native-country_France | ageGRP_1_[0,20] | -0.00451 | 0.00451 | 0.0121 | -0.159 |
| 1551 | marital-status_Separated | occupation_Handlers-cleaners | -0.00449 | 0.00449 | -0.0744 | -0.0873 |
| 5239 | native-country_Thailand | education-numGRP_1_[1,4] | -0.00449 | 0.00449 | -0.00408 | -0.0835 |
| 1198 | marital-status_Married-AF-spouse | occupation_Protective-serv | 0.00448 | 0.00448 | 0.0121 | 0.0281 |
| 4594 | native-country_Honduras | hours-per-weekGRP_1_[0,20] | 0.00447 | 0.00447 | -0.00766 | -0.128 |
| 9 | CapitalGainPositive | workclass_Without-pay | 0.00447 | 0.00447 | 0.266 | -0.0117 |
| 1079 | workclass_Without-pay | education-numGRP_2_[4,6] | -0.00447 | 0.00447 | -0.0117 | -0.0904 |
| 5094 | native-country_Poland | ageGRP_3_[30,40] | -0.00447 | 0.00447 | -0.0041 | 0.0568 |
| 4206 | native-country_El-Salvador | native-country_Philippines | -0.00447 | 0.00447 | -0.0208 | 0.0123 |
| 3361 | race_Amer-Indian-Eskimo | native-country_Vietnam | -0.00446 | 0.00446 | -0.0287 | -0.0176 |
| 1313 | marital-status_Married-civ-spouse | native-country_Ecuador | 0.00446 | 0.00446 | 0.445 | -0.00672 |
| 923 | workclass_State-gov | relationship_Husband | -0.00445 | 0.00445 | 0.0148 | 0.401 |
| 56 | CapitalGainPositive | native-country_Germany | 0.00445 | 0.00445 | 0.266 | 0.0122 |
| 2813 | occupation_Tech-support | native-country_Vietnam | 0.00444 | 0.00444 | 0.0257 | -0.0176 |
| 770 | workclass_Self-emp-inc | native-country_Laos | -0.00443 | 0.00443 | 0.139 | -0.00713 |
| 3146 | relationship_Own-child | native-country_Jamaica | -0.00443 | 0.00443 | -0.229 | -0.0137 |
| 343 | workclass_Federal-gov | relationship_Wife | -0.00443 | 0.00443 | 0.0594 | 0.123 |
| 603 | workclass_Never-worked | education-numGRP_6_[13,16) | -0.00442 | 0.00442 | -0.00826 | 0.269 |
| 4931 | native-country_Laos | hours-per-weekGRP_5_[60,INF) | -0.00442 | 0.00442 | -0.00713 | 0.0541 |
| 3159 | relationship_Own-child | native-country_Taiwan | 0.00442 | 0.00442 | -0.229 | 0.014 |
| 373 | workclass_Federal-gov | native-country_Italy | -0.00442 | 0.00442 | 0.0594 | 0.0113 |
| 4 | CapitalGainPositive | workclass_Never-worked | -0.00442 | 0.00442 | 0.266 | -0.00826 |
| 3443 | race_Asian-Pac-Islander | hours-per-weekGRP_5_[60,INF) | 0.00441 | 0.00441 | 0.0105 | 0.0541 |
| 1677 | marital-status_Widowed | native-country_Hong | -0.0044 | 0.0044 | -0.0644 | 0.00343 |
| 3513 | race_Other | native-country_China | -0.0044 | 0.0044 | -0.0318 | 0.00291 |
| 4226 | native-country_El-Salvador | education-numGRP_3_[6,8] | 0.00439 | 0.00439 | -0.0208 | -0.0975 |
| 321 | workclass_Federal-gov | marital-status_Separated | -0.00439 | 0.00439 | 0.0594 | -0.0744 |
| 481 | workclass_Local-gov | native-country_Philippines | -0.00439 | 0.00439 | 0.0331 | 0.0123 |
| 3973 | native-country_China | hours-per-weekGRP_4_[50,60] | -0.00439 | 0.00439 | 0.00291 | 0.131 |
| 4934 | native-country_Mexico | native-country_Peru | -0.00438 | 0.00438 | -0.0629 | -0.0127 |
| 1666 | marital-status_Widowed | native-country_Dominican-Republic | -0.00438 | 0.00438 | -0.0644 | -0.023 |
| 3128 | relationship_Own-child | native-country_Cuba | -0.00438 | 0.00438 | -0.229 | 0.00283 |
| 4553 | native-country_Holand-Netherlands | hours-per-weekGRP_2_[20,40] | 0.00438 | 0.00438 | -0.00312 | -0.153 |
| 1843 | occupation_Adm-clerical | native-country_Greece | -0.00437 | 0.00437 | -0.09 | 0.00245 |
| 5068 | native-country_Philippines | ageGRP_4_[40,50] | 0.00437 | 0.00437 | 0.0123 | 0.17 |
| 3775 | native-country_? | native-country_Nicaragua | -0.00437 | 0.00437 | 0.00304 | -0.0138 |
| 425 | workclass_Local-gov | occupation_Armed-Forces | -0.00436 | 0.00436 | 0.0331 | -0.00504 |
| 2879 | occupation_Transport-moving | native-country_Scotland | -0.00436 | 0.00436 | -0.0215 | 0.00041 |
| 3334 | race_Amer-Indian-Eskimo | native-country_Guatemala | -0.00436 | 0.00436 | -0.0287 | -0.0201 |
| 1605 | marital-status_Separated | native-country_Portugal | 0.00436 | 0.00436 | -0.0744 | -0.0105 |
| 1574 | marital-status_Separated | native-country_Cambodia | -0.00436 | 0.00436 | -0.0744 | 0.00721 |
| 2724 | occupation_Sales | native-country_Japan | -0.00435 | 0.00435 | 0.0237 | 0.0149 |
| 3532 | race_Other | native-country_Italy | -0.00434 | 0.00434 | -0.0318 | 0.0113 |
| 3139 | relationship_Own-child | native-country_Honduras | -0.00434 | 0.00434 | -0.229 | -0.00766 |
| 2865 | occupation_Transport-moving | native-country_Iran | -0.00434 | 0.00434 | -0.0215 | 0.0151 |
| 65 | CapitalGainPositive | native-country_Iran | 0.00434 | 0.00434 | 0.266 | 0.0151 |
| 4690 | native-country_India | native-country_Philippines | -0.00434 | 0.00434 | 0.0207 | 0.0123 |
| 3712 | sex_Male | native-country_Italy | 0.00434 | 0.00434 | 0.216 | 0.0113 |
| 3653 | sex_Female | native-country_Italy | -0.00434 | 0.00434 | -0.216 | 0.0113 |
| 368 | workclass_Federal-gov | native-country_Hong | -0.00432 | 0.00432 | 0.0594 | 0.00343 |
| 4589 | native-country_Honduras | education-numGRP_2_[4,6] | -0.00431 | 0.00431 | -0.00766 | -0.0904 |
| 2637 | occupation_Protective-serv | native-country_Germany | 0.00431 | 0.00431 | 0.0281 | 0.0122 |
| 850 | workclass_Self-emp-not-inc | native-country_England | 0.00431 | 0.00431 | 0.03 | 0.0114 |
| 1127 | marital-status_Divorced | native-country_Columbia | -0.00431 | 0.00431 | -0.127 | -0.0206 |
| 4753 | native-country_Iran | hours-per-weekGRP_2_[20,40] | -0.00431 | 0.00431 | 0.0151 | -0.153 |
| 3905 | native-country_Canada | ageGRP_3_[30,40] | -0.00431 | 0.00431 | 0.0116 | 0.0568 |
| 4670 | native-country_Hungary | education-numGRP_2_[4,6] | -0.00431 | 0.00431 | -0.00047 | -0.0904 |
| 3135 | relationship_Own-child | native-country_Greece | -0.0043 | 0.0043 | -0.229 | 0.00245 |
| 4076 | native-country_Cuba | education-numGRP_6_[13,16) | 0.0043 | 0.0043 | 0.00283 | 0.269 |
| 613 | workclass_Private | marital-status_Divorced | 0.0043 | 0.0043 | -0.0785 | -0.127 |
| 905 | workclass_State-gov | marital-status_Never-married | -0.0043 | 0.0043 | 0.0148 | -0.318 |
| 3345 | race_Amer-Indian-Eskimo | native-country_Japan | -0.00429 | 0.00429 | -0.0287 | 0.0149 |
| 1698 | marital-status_Widowed | native-country_Trinadad&Tobago | -0.00429 | 0.00429 | -0.0644 | -0.00766 |
| 1661 | marital-status_Widowed | native-country_Cambodia | -0.00429 | 0.00429 | -0.0644 | 0.00721 |
| 2199 | occupation_Farming-fishing | native-country_Trinadad&Tobago | -0.00429 | 0.00429 | -0.0519 | -0.00766 |
| 1088 | workclass_Without-pay | hours-per-weekGRP_5_[60,INF) | 0.00427 | 0.00427 | -0.0117 | 0.0541 |
| 970 | workclass_State-gov | native-country_Scotland | 0.00427 | 0.00427 | 0.0148 | 0.00041 |
| 1669 | marital-status_Widowed | native-country_England | 0.00427 | 0.00427 | -0.0644 | 0.0114 |
| 3795 | native-country_? | ageGRP_6_[60,INF) | -0.00427 | 0.00427 | 0.00304 | -0.00294 |
| 512 | workclass_Never-worked | workclass_Self-emp-not-inc | -0.00427 | 0.00427 | -0.00826 | 0.03 |
| 2638 | occupation_Protective-serv | native-country_Greece | -0.00426 | 0.00426 | 0.0281 | 0.00245 |
| 607 | workclass_Never-worked | hours-per-weekGRP_4_[50,60] | -0.00426 | 0.00426 | -0.00826 | 0.131 |
| 642 | workclass_Private | race_Asian-Pac-Islander | -0.00426 | 0.00426 | -0.0785 | 0.0105 |
| 1894 | occupation_Armed-Forces | occupation_Machine-op-inspct | -0.00426 | 0.00426 | -0.00504 | -0.0694 |
| 182 | CapitalLossPositive | native-country_Scotland | -0.00425 | 0.00425 | 0.139 | 0.00041 |
| 4392 | native-country_Greece | native-country_Mexico | -0.00424 | 0.00424 | 0.00245 | -0.0629 |
| 4121 | native-country_Dominican-Republic | ageGRP_5_[50,60] | 0.00424 | 0.00424 | -0.023 | 0.119 |
| 4299 | native-country_France | native-country_Mexico | -0.00424 | 0.00424 | 0.0121 | -0.0629 |
| 144 | CapitalLossPositive | race_Other | -0.00424 | 0.00424 | 0.139 | -0.0318 |
| 1598 | marital-status_Separated | native-country_Laos | -0.00424 | 0.00424 | -0.0744 | -0.00713 |
| 1610 | marital-status_Separated | native-country_Thailand | -0.00424 | 0.00424 | -0.0744 | -0.00408 |
| 4053 | native-country_Cuba | native-country_Philippines | -0.00423 | 0.00423 | 0.00283 | 0.0123 |
| 5192 | native-country_South | ageGRP_3_[30,40] | -0.00423 | 0.00423 | -0.00474 | 0.0568 |
| 900 | workclass_State-gov | workclass_Without-pay | -0.00423 | 0.00423 | 0.0148 | -0.0117 |
| 1280 | marital-status_Married-civ-spouse | occupation_Armed-Forces | -0.00422 | 0.00422 | 0.445 | -0.00504 |
| 2276 | occupation_Handlers-cleaners | native-country_South | -0.00422 | 0.00422 | -0.0873 | -0.00474 |
| 3352 | race_Amer-Indian-Eskimo | native-country_Poland | -0.00422 | 0.00422 | -0.0287 | -0.0041 |
| 3347 | race_Amer-Indian-Eskimo | native-country_Mexico | 0.00422 | 0.00422 | -0.0287 | -0.0629 |
| 5191 | native-country_South | ageGRP_2_[20,30] | 0.00422 | 0.00422 | -0.00474 | -0.213 |
| 2725 | occupation_Sales | native-country_Laos | -0.00421 | 0.00421 | 0.0237 | -0.00713 |
| 389 | workclass_Federal-gov | native-country_Trinadad&Tobago | -0.00421 | 0.00421 | 0.0594 | -0.00766 |
| 929 | workclass_State-gov | race_Amer-Indian-Eskimo | 0.0042 | 0.0042 | 0.0148 | -0.0287 |
| 2010 | occupation_Craft-repair | native-country_Greece | 0.00419 | 0.00419 | -0.0126 | 0.00245 |
| 2259 | occupation_Handlers-cleaners | native-country_Hungary | -0.00419 | 0.00419 | -0.0873 | -0.00047 |
| 1960 | occupation_Armed-Forces | ageGRP_4_[40,50] | -0.00419 | 0.00419 | -0.00504 | 0.17 |
| 3191 | relationship_Unmarried | native-country_Cambodia | -0.00418 | 0.00418 | -0.143 | 0.00721 |
| 5169 | native-country_Scotland | ageGRP_3_[30,40] | -0.00418 | 0.00418 | 0.00041 | 0.0568 |
| 2099 | occupation_Exec-managerial | native-country_India | -0.00418 | 0.00418 | 0.215 | 0.0207 |
| 2633 | occupation_Protective-serv | native-country_Ecuador | -0.00418 | 0.00418 | 0.0281 | -0.00672 |
| 4821 | native-country_Italy | education-numGRP_3_[6,8] | 0.00418 | 0.00418 | 0.0113 | -0.0975 |
| 1515 | marital-status_Never-married | native-country_Philippines | -0.00418 | 0.00418 | -0.318 | 0.0123 |
| 2198 | occupation_Farming-fishing | native-country_Thailand | -0.00417 | 0.00417 | -0.0519 | -0.00408 |
| 2252 | occupation_Handlers-cleaners | native-country_Germany | -0.00417 | 0.00417 | -0.0873 | 0.0122 |
| 1685 | marital-status_Widowed | native-country_Laos | -0.00417 | 0.00417 | -0.0644 | -0.00713 |
| 3777 | native-country_? | native-country_Peru | -0.00417 | 0.00417 | 0.00304 | -0.0127 |
| 2186 | occupation_Farming-fishing | native-country_Laos | -0.00417 | 0.00417 | -0.0519 | -0.00713 |
| 2432 | occupation_Other-service | native-country_Scotland | 0.00417 | 0.00417 | -0.156 | 0.00041 |
| 3591 | race_White | native-country_Iran | -0.00416 | 0.00416 | 0.0852 | 0.0151 |
| 3550 | race_Other | native-country_Vietnam | -0.00416 | 0.00416 | -0.0318 | -0.0176 |
| 4152 | native-country_Ecuador | native-country_Mexico | -0.00416 | 0.00416 | -0.00672 | -0.0629 |
| 2102 | occupation_Exec-managerial | native-country_Italy | -0.00416 | 0.00416 | 0.215 | 0.0113 |
| 776 | workclass_Self-emp-inc | native-country_Poland | -0.00416 | 0.00416 | 0.139 | -0.0041 |
| 2672 | occupation_Protective-serv | ageGRP_5_[50,60] | -0.00415 | 0.00415 | 0.0281 | 0.119 |
| 3080 | relationship_Other-relative | native-country_Laos | -0.00415 | 0.00415 | -0.0837 | -0.00713 |
| 5174 | native-country_Scotland | education-numGRP_2_[4,6] | -0.00414 | 0.00414 | 0.00041 | -0.0904 |
| 2477 | occupation_Priv-house-serv | native-country_Canada | -0.00414 | 0.00414 | -0.0371 | 0.0116 |
| 2774 | occupation_Tech-support | native-country_Cambodia | -0.00414 | 0.00414 | 0.0257 | 0.00721 |
| 5108 | native-country_Poland | hours-per-weekGRP_5_[60,INF) | -0.00413 | 0.00413 | -0.0041 | 0.0541 |
| 3856 | native-country_Cambodia | education-numGRP_4_[8,10] | 0.00413 | 0.00413 | 0.00721 | -0.176 |
| 5046 | native-country_Peru | education-numGRP_4_[8,10] | 0.00412 | 0.00412 | -0.0127 | -0.176 |
| 4255 | native-country_England | native-country_Philippines | -0.00412 | 0.00412 | 0.0114 | 0.0123 |
| 2202 | occupation_Farming-fishing | native-country_Yugoslavia | 0.00412 | 0.00412 | -0.0519 | 0.00696 |
| 388 | workclass_Federal-gov | native-country_Thailand | -0.0041 | 0.0041 | 0.0594 | -0.00408 |
| 2407 | occupation_Other-service | native-country_England | -0.00409 | 0.00409 | -0.156 | 0.0114 |
| 2918 | relationship_Husband | native-country_Canada | 0.00409 | 0.00409 | 0.401 | 0.0116 |
| 4788 | native-country_Ireland | education-numGRP_6_[13,16) | -0.00409 | 0.00409 | -0.00206 | 0.269 |
| 3228 | relationship_Unmarried | native-country_Trinadad&Tobago | 0.00409 | 0.00409 | -0.143 | -0.00766 |
| 2710 | occupation_Sales | native-country_France | -0.00408 | 0.00408 | 0.0237 | 0.0121 |
| 597 | workclass_Never-worked | ageGRP_6_[60,INF) | -0.00407 | 0.00407 | -0.00826 | -0.00294 |
| 195 | CapitalLossPositive | ageGRP_6_[60,INF) | 0.00407 | 0.00407 | 0.139 | -0.00294 |
| 1720 | occupation_? | occupation_Armed-Forces | -0.00407 | 0.00407 | -0.0786 | -0.00504 |
| 3475 | race_Black | native-country_Nicaragua | -0.00407 | 0.00407 | -0.0891 | -0.0138 |
| 1078 | workclass_Without-pay | education-numGRP_1_[1,4] | 0.00407 | 0.00407 | -0.0117 | -0.0835 |
| 954 | workclass_State-gov | native-country_Hungary | -0.00407 | 0.00407 | 0.0148 | -0.00047 |
| 2619 | occupation_Protective-serv | race_Amer-Indian-Eskimo | 0.00407 | 0.00407 | 0.0281 | -0.0287 |
| 224 | workclass_? | occupation_Armed-Forces | -0.00406 | 0.00406 | -0.0782 | -0.00504 |
| 2723 | occupation_Sales | native-country_Jamaica | -0.00406 | 0.00406 | 0.0237 | -0.0137 |
| 457 | workclass_Local-gov | native-country_Dominican-Republic | -0.00405 | 0.00405 | 0.0331 | -0.023 |
| 487 | workclass_Local-gov | native-country_Taiwan | -0.00405 | 0.00405 | 0.0331 | 0.014 |
| 928 | workclass_State-gov | relationship_Wife | 0.00403 | 0.00403 | 0.0148 | 0.123 |
| 480 | workclass_Local-gov | native-country_Peru | -0.00403 | 0.00403 | 0.0331 | -0.0127 |
| 2798 | occupation_Tech-support | native-country_Laos | -0.00403 | 0.00403 | 0.0257 | -0.00713 |
| 1267 | marital-status_Married-AF-spouse | education-numGRP_5_[10,13] | 0.00403 | 0.00403 | 0.0121 | 0.163 |
| 3426 | race_Asian-Pac-Islander | native-country_Yugoslavia | -0.00403 | 0.00403 | 0.0105 | 0.00696 |
| 3758 | native-country_? | native-country_France | -0.00403 | 0.00403 | 0.00304 | 0.0121 |
| 4791 | native-country_Ireland | hours-per-weekGRP_3_[40,50] | -0.00403 | 0.00403 | -0.00206 | 0.172 |
| 2810 | occupation_Tech-support | native-country_Thailand | -0.00403 | 0.00403 | 0.0257 | -0.00408 |
| 3760 | native-country_? | native-country_Greece | -0.00403 | 0.00403 | 0.00304 | 0.00245 |
| 2275 | occupation_Handlers-cleaners | native-country_Scotland | -0.00402 | 0.00402 | -0.0873 | 0.00041 |
| 1966 | occupation_Armed-Forces | education-numGRP_4_[8,10] | 0.00402 | 0.00402 | -0.00504 | -0.176 |
| 5017 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_4_[8,10] | 0.00402 | 0.00402 | -0.0117 | -0.176 |
| 5104 | native-country_Poland | hours-per-weekGRP_1_[0,20] | 0.00402 | 0.00402 | -0.0041 | -0.128 |
| 2508 | occupation_Priv-house-serv | native-country_Puerto-Rico | -0.00402 | 0.00402 | -0.0371 | -0.0188 |
| 4925 | native-country_Laos | education-numGRP_5_[10,13] | -0.00402 | 0.00402 | -0.00713 | 0.163 |
| 1855 | occupation_Adm-clerical | native-country_Japan | 0.00401 | 0.00401 | -0.09 | 0.0149 |
| 3917 | native-country_Canada | hours-per-weekGRP_3_[40,50] | -0.00401 | 0.00401 | 0.0116 | 0.172 |
| 676 | workclass_Private | native-country_Outlying-US(Guam-USVI-etc) | 0.004 | 0.004 | -0.0785 | -0.0117 |
| 2565 | occupation_Prof-specialty | native-country_Haiti | -0.004 | 0.004 | 0.186 | -0.0129 |
| 1614 | marital-status_Separated | native-country_Yugoslavia | -0.004 | 0.004 | -0.0744 | 0.00696 |
| 1603 | marital-status_Separated | native-country_Philippines | 0.004 | 0.004 | -0.0744 | 0.0123 |
| 168 | CapitalLossPositive | native-country_Iran | 0.00399 | 0.00399 | 0.139 | 0.0151 |
| 459 | workclass_Local-gov | native-country_El-Salvador | -0.00399 | 0.00399 | 0.0331 | -0.0208 |
| 465 | workclass_Local-gov | native-country_Haiti | 0.00399 | 0.00399 | 0.0331 | -0.0129 |
| 3564 | race_Other | hours-per-weekGRP_1_[0,20] | -0.00398 | 0.00398 | -0.0318 | -0.128 |
| 2337 | occupation_Machine-op-inspct | native-country_Hong | 0.00397 | 0.00397 | -0.0694 | 0.00343 |
| 4716 | native-country_India | hours-per-weekGRP_3_[40,50] | 0.00397 | 0.00397 | 0.0207 | 0.172 |
| 3872 | native-country_Canada | native-country_Germany | -0.00397 | 0.00397 | 0.0116 | 0.0122 |
| 5014 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_1_[1,4] | -0.00396 | 0.00396 | -0.0117 | -0.0835 |
| 5280 | native-country_United-States | education-numGRP_3_[6,8] | -0.00396 | 0.00396 | 0.0345 | -0.0975 |
| 3755 | native-country_? | native-country_Ecuador | -0.00396 | 0.00396 | 0.00304 | -0.00672 |
| 3143 | relationship_Own-child | native-country_Iran | -0.00395 | 0.00395 | -0.229 | 0.0151 |
| 3541 | race_Other | native-country_Poland | -0.00394 | 0.00394 | -0.0318 | -0.0041 |
| 50 | CapitalGainPositive | native-country_Cuba | -0.00394 | 0.00394 | 0.266 | 0.00283 |
| 1701 | marital-status_Widowed | native-country_Yugoslavia | -0.00393 | 0.00393 | -0.0644 | 0.00696 |
| 4281 | native-country_England | hours-per-weekGRP_3_[40,50] | 0.00392 | 0.00392 | 0.0114 | 0.172 |
| 2731 | occupation_Sales | native-country_Poland | -0.00392 | 0.00392 | 0.0237 | -0.0041 |
| 4836 | native-country_Jamaica | native-country_Philippines | -0.00391 | 0.00391 | -0.0137 | 0.0123 |
| 709 | workclass_Self-emp-inc | workclass_Without-pay | -0.00391 | 0.00391 | 0.139 | -0.0117 |
| 5293 | native-country_Vietnam | ageGRP_4_[40,50] | -0.00391 | 0.00391 | -0.0176 | 0.17 |
| 2910 | relationship_Husband | race_Asian-Pac-Islander | -0.00391 | 0.00391 | 0.401 | 0.0105 |
| 3096 | relationship_Other-relative | native-country_Yugoslavia | -0.00391 | 0.00391 | -0.0837 | 0.00696 |
| 5322 | native-country_Yugoslavia | hours-per-weekGRP_4_[50,60] | 0.00391 | 0.00391 | 0.00696 | 0.131 |
| 773 | workclass_Self-emp-inc | native-country_Outlying-US(Guam-USVI-etc) | -0.00391 | 0.00391 | 0.139 | -0.0117 |
| 2037 | occupation_Craft-repair | native-country_United-States | 0.0039 | 0.0039 | -0.0126 | 0.0345 |
| 3587 | race_White | native-country_Honduras | 0.0039 | 0.0039 | 0.0852 | -0.00766 |
| 5024 | native-country_Outlying-US(Guam-USVI-etc) | hours-per-weekGRP_5_[60,INF) | -0.0039 | 0.0039 | -0.0117 | 0.0541 |
| 2399 | occupation_Other-service | native-country_Cambodia | -0.00389 | 0.00389 | -0.156 | 0.00721 |
| 3357 | race_Amer-Indian-Eskimo | native-country_Taiwan | -0.00389 | 0.00389 | -0.0287 | 0.014 |
| 4709 | native-country_India | education-numGRP_2_[4,6] | -0.00389 | 0.00389 | 0.0207 | -0.0904 |
| 2012 | occupation_Craft-repair | native-country_Haiti | -0.00388 | 0.00388 | -0.0126 | -0.0129 |
| 5058 | native-country_Philippines | native-country_South | -0.00388 | 0.00388 | 0.0123 | -0.00474 |
| 2467 | occupation_Priv-house-serv | relationship_Wife | 0.00388 | 0.00388 | -0.0371 | 0.123 |
| 2033 | occupation_Craft-repair | native-country_South | -0.00387 | 0.00387 | -0.0126 | -0.00474 |
| 4706 | native-country_India | ageGRP_5_[50,60] | 0.00387 | 0.00387 | 0.0207 | 0.119 |
| 959 | workclass_State-gov | native-country_Jamaica | -0.00387 | 0.00387 | 0.0148 | -0.0137 |
| 2169 | occupation_Farming-fishing | native-country_El-Salvador | -0.00387 | 0.00387 | -0.0519 | -0.0208 |
| 2647 | occupation_Protective-serv | native-country_Ireland | -0.00387 | 0.00387 | 0.0281 | -0.00206 |
| 392 | workclass_Federal-gov | native-country_Yugoslavia | -0.00386 | 0.00386 | 0.0594 | 0.00696 |
| 4270 | native-country_England | ageGRP_4_[40,50] | 0.00385 | 0.00385 | 0.0114 | 0.17 |
| 1428 | marital-status_Married-spouse-absent | native-country_Portugal | -0.00385 | 0.00385 | -0.0425 | -0.0105 |
| 4761 | native-country_Ireland | native-country_Mexico | -0.00385 | 0.00385 | -0.00206 | -0.0629 |
| 2845 | occupation_Transport-moving | native-country_? | -0.00385 | 0.00385 | -0.0215 | 0.00304 |
| 4353 | native-country_Germany | native-country_Puerto-Rico | -0.00385 | 0.00385 | 0.0122 | -0.0188 |
| 3129 | relationship_Own-child | native-country_Dominican-Republic | 0.00385 | 0.00385 | -0.229 | -0.023 |
| 3215 | relationship_Unmarried | native-country_Laos | -0.00384 | 0.00384 | -0.143 | -0.00713 |
| 410 | workclass_Local-gov | workclass_Never-worked | -0.00384 | 0.00384 | 0.0331 | -0.00826 |
| 5225 | native-country_Taiwan | hours-per-weekGRP_2_[20,40] | -0.00384 | 0.00384 | 0.014 | -0.153 |
| 916 | workclass_State-gov | occupation_Other-service | -0.00383 | 0.00383 | 0.0148 | -0.156 |
| 3157 | relationship_Own-child | native-country_Scotland | -0.00383 | 0.00383 | -0.229 | 0.00041 |
| 3006 | relationship_Not-in-family | native-country_Iran | -0.00382 | 0.00382 | -0.189 | 0.0151 |
| 4417 | native-country_Greece | education-numGRP_4_[8,10] | -0.00382 | 0.00382 | 0.00245 | -0.176 |
| 4669 | native-country_Hungary | education-numGRP_1_[1,4] | -0.00382 | 0.00382 | -0.00047 | -0.0835 |
| 2814 | occupation_Tech-support | native-country_Yugoslavia | -0.0038 | 0.0038 | 0.0257 | 0.00696 |
| 1773 | occupation_? | native-country_Nicaragua | -0.0038 | 0.0038 | -0.0786 | -0.0138 |
| 3224 | relationship_Unmarried | native-country_Scotland | 0.0038 | 0.0038 | -0.143 | 0.00041 |
| 3261 | relationship_Wife | native-country_Cuba | 0.00379 | 0.00379 | 0.123 | 0.00283 |
| 952 | workclass_State-gov | native-country_Honduras | 0.00379 | 0.00379 | 0.0148 | -0.00766 |
| 1901 | occupation_Armed-Forces | occupation_Transport-moving | -0.00378 | 0.00378 | -0.00504 | -0.0215 |
| 277 | workclass_? | native-country_Nicaragua | -0.00378 | 0.00378 | -0.0782 | -0.0138 |
| 538 | workclass_Never-worked | relationship_Not-in-family | -0.00377 | 0.00377 | -0.00826 | -0.189 |
| 1241 | marital-status_Married-AF-spouse | native-country_Mexico | -0.00377 | 0.00377 | 0.0121 | -0.0629 |
| 3413 | race_Asian-Pac-Islander | native-country_Outlying-US(Guam-USVI-etc) | -0.00377 | 0.00377 | 0.0105 | -0.0117 |
| 1269 | marital-status_Married-AF-spouse | hours-per-weekGRP_1_[0,20] | 0.00377 | 0.00377 | 0.0121 | -0.128 |
| 3946 | native-country_China | native-country_Philippines | -0.00376 | 0.00376 | 0.00291 | 0.0123 |
| 2494 | occupation_Priv-house-serv | native-country_India | -0.00376 | 0.00376 | -0.0371 | 0.0207 |
| 4703 | native-country_India | ageGRP_2_[20,30] | 0.00376 | 0.00376 | 0.0207 | -0.213 |
| 529 | workclass_Never-worked | occupation_Machine-op-inspct | -0.00375 | 0.00375 | -0.00826 | -0.0694 |
| 4679 | native-country_Hungary | hours-per-weekGRP_5_[60,INF) | -0.00375 | 0.00375 | -0.00047 | 0.0541 |
| 4598 | native-country_Honduras | hours-per-weekGRP_5_[60,INF) | -0.00375 | 0.00375 | -0.00766 | 0.0541 |
| 1000 | workclass_Without-pay | marital-status_Separated | -0.00374 | 0.00374 | -0.0117 | -0.0744 |
| 1601 | marital-status_Separated | native-country_Outlying-US(Guam-USVI-etc) | -0.00374 | 0.00374 | -0.0744 | -0.0117 |
| 1907 | occupation_Armed-Forces | relationship_Wife | -0.00374 | 0.00374 | -0.00504 | 0.123 |
| 80 | CapitalGainPositive | native-country_South | -0.00373 | 0.00373 | 0.266 | -0.00474 |
| 2948 | relationship_Husband | native-country_Portugal | 0.00373 | 0.00373 | 0.401 | -0.0105 |
| 3416 | race_Asian-Pac-Islander | native-country_Poland | -0.00373 | 0.00373 | 0.0105 | -0.0041 |
| 2765 | occupation_Tech-support | relationship_Wife | 0.00372 | 0.00372 | 0.0257 | 0.123 |
| 3131 | relationship_Own-child | native-country_El-Salvador | 0.00372 | 0.00372 | -0.229 | -0.0208 |
| 4801 | native-country_Italy | native-country_Philippines | -0.00371 | 0.00371 | 0.0113 | 0.0123 |
| 4273 | native-country_England | education-numGRP_1_[1,4] | -0.00371 | 0.00371 | 0.0114 | -0.0835 |
| 4187 | native-country_El-Salvador | native-country_Germany | -0.00371 | 0.00371 | -0.0208 | 0.0122 |
| 2952 | relationship_Husband | native-country_Taiwan | 0.0037 | 0.0037 | 0.401 | 0.014 |
| 3396 | race_Asian-Pac-Islander | native-country_Germany | -0.0037 | 0.0037 | 0.0105 | 0.0122 |
| 1872 | occupation_Adm-clerical | native-country_Yugoslavia | -0.00369 | 0.00369 | -0.09 | 0.00696 |
| 1423 | marital-status_Married-spouse-absent | native-country_Nicaragua | -0.00369 | 0.00369 | -0.0425 | -0.0138 |
| 4013 | native-country_Columbia | ageGRP_2_[20,30] | 0.00368 | 0.00368 | -0.0206 | -0.213 |
| 2189 | occupation_Farming-fishing | native-country_Outlying-US(Guam-USVI-etc) | -0.00368 | 0.00368 | -0.0519 | -0.0117 |
| 862 | workclass_Self-emp-not-inc | native-country_Ireland | -0.00368 | 0.00368 | 0.03 | -0.00206 |
| 3769 | native-country_? | native-country_Ireland | -0.00367 | 0.00367 | 0.00304 | -0.00206 |
| 5215 | native-country_Taiwan | ageGRP_4_[40,50] | -0.00367 | 0.00367 | 0.014 | 0.17 |
| 5173 | native-country_Scotland | education-numGRP_1_[1,4] | -0.00367 | 0.00367 | 0.00041 | -0.0835 |
| 3276 | relationship_Wife | native-country_Iran | 0.00367 | 0.00367 | 0.123 | 0.0151 |
| 777 | workclass_Self-emp-inc | native-country_Portugal | 0.00367 | 0.00367 | 0.139 | -0.0105 |
| 3083 | relationship_Other-relative | native-country_Outlying-US(Guam-USVI-etc) | -0.00366 | 0.00366 | -0.0837 | -0.0117 |
| 2858 | occupation_Transport-moving | native-country_Guatemala | -0.00366 | 0.00366 | -0.0215 | -0.0201 |
| 371 | workclass_Federal-gov | native-country_Iran | 0.00366 | 0.00366 | 0.0594 | 0.0151 |
| 1019 | workclass_Without-pay | relationship_Other-relative | -0.00366 | 0.00366 | -0.0117 | -0.0837 |
| 2185 | occupation_Farming-fishing | native-country_Japan | -0.00366 | 0.00366 | -0.0519 | 0.0149 |
| 453 | workclass_Local-gov | native-country_Canada | -0.00366 | 0.00366 | 0.0331 | 0.0116 |
| 1684 | marital-status_Widowed | native-country_Japan | -0.00365 | 0.00365 | -0.0644 | 0.0149 |
| 1665 | marital-status_Widowed | native-country_Cuba | 0.00365 | 0.00365 | -0.0644 | 0.00283 |
| 1592 | marital-status_Separated | native-country_India | -0.00365 | 0.00365 | -0.0744 | 0.0207 |
| 663 | workclass_Private | native-country_Holand-Netherlands | 0.00365 | 0.00365 | -0.0785 | -0.00312 |
| 3916 | native-country_Canada | hours-per-weekGRP_2_[20,40] | -0.00365 | 0.00365 | 0.0116 | -0.153 |
| 364 | workclass_Federal-gov | native-country_Guatemala | -0.00364 | 0.00364 | 0.0594 | -0.0201 |
| 2410 | occupation_Other-service | native-country_Greece | 0.00364 | 0.00364 | -0.156 | 0.00245 |
| 463 | workclass_Local-gov | native-country_Greece | -0.00363 | 0.00363 | 0.0331 | 0.00245 |
| 3906 | native-country_Canada | ageGRP_4_[40,50] | -0.00363 | 0.00363 | 0.0116 | 0.17 |
| 3401 | race_Asian-Pac-Islander | native-country_Honduras | -0.00363 | 0.00363 | 0.0105 | -0.00766 |
| 2981 | relationship_Not-in-family | race_Black | 0.00363 | 0.00363 | -0.189 | -0.0891 |
| 4105 | native-country_Dominican-Republic | native-country_Philippines | -0.00363 | 0.00363 | -0.023 | 0.0123 |
| 3403 | race_Asian-Pac-Islander | native-country_Hungary | -0.00363 | 0.00363 | 0.0105 | -0.00047 |
| 376 | workclass_Federal-gov | native-country_Laos | 0.00362 | 0.00362 | 0.0594 | -0.00713 |
| 3894 | native-country_Canada | native-country_Puerto-Rico | -0.00362 | 0.00362 | 0.0116 | -0.0188 |
| 3351 | race_Amer-Indian-Eskimo | native-country_Philippines | -0.00362 | 0.00362 | -0.0287 | 0.0123 |
| 779 | workclass_Self-emp-inc | native-country_Scotland | -0.00362 | 0.00362 | 0.139 | 0.00041 |
| 5183 | native-country_Scotland | hours-per-weekGRP_5_[60,INF) | -0.00361 | 0.00361 | 0.00041 | 0.0541 |
| 282 | workclass_? | native-country_Portugal | 0.00361 | 0.00361 | -0.0782 | -0.0105 |
| 4339 | native-country_Germany | native-country_India | -0.00361 | 0.00361 | 0.0122 | 0.0207 |
| 379 | workclass_Federal-gov | native-country_Outlying-US(Guam-USVI-etc) | -0.00361 | 0.00361 | 0.0594 | -0.0117 |
| 3335 | race_Amer-Indian-Eskimo | native-country_Haiti | -0.00361 | 0.00361 | -0.0287 | -0.0129 |
| 491 | workclass_Local-gov | native-country_Vietnam | -0.00361 | 0.00361 | 0.0331 | -0.0176 |
| 315 | workclass_Federal-gov | workclass_Without-pay | -0.00361 | 0.00361 | 0.0594 | -0.0117 |
| 5011 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_4_[40,50] | 0.0036 | 0.0036 | -0.0117 | 0.17 |
| 1591 | marital-status_Separated | native-country_Hungary | -0.0036 | 0.0036 | -0.0744 | -0.00047 |
| 1912 | occupation_Armed-Forces | race_White | -0.0036 | 0.0036 | -0.00504 | 0.0852 |
| 1964 | occupation_Armed-Forces | education-numGRP_2_[4,6] | -0.00359 | 0.00359 | -0.00504 | -0.0904 |
| 359 | workclass_Federal-gov | native-country_El-Salvador | -0.00359 | 0.00359 | 0.0594 | -0.0208 |
| 1215 | marital-status_Married-AF-spouse | native-country_? | -0.00359 | 0.00359 | 0.0121 | 0.00304 |
| 4177 | native-country_Ecuador | education-numGRP_4_[8,10] | 0.00358 | 0.00358 | -0.00672 | -0.176 |
| 4132 | native-country_Dominican-Republic | hours-per-weekGRP_4_[50,60] | -0.00358 | 0.00358 | -0.023 | 0.131 |
| 209 | workclass_? | workclass_Never-worked | -0.00358 | 0.00358 | -0.0782 | -0.00826 |
| 3079 | relationship_Other-relative | native-country_Japan | -0.00358 | 0.00358 | -0.0837 | 0.0149 |
| 3214 | relationship_Unmarried | native-country_Japan | -0.00358 | 0.00358 | -0.143 | 0.0149 |
| 3341 | race_Amer-Indian-Eskimo | native-country_Iran | -0.00357 | 0.00357 | -0.0287 | 0.0151 |
| 1152 | marital-status_Divorced | native-country_Peru | -0.00357 | 0.00357 | -0.127 | -0.0127 |
| 1644 | marital-status_Widowed | occupation_Sales | -0.00357 | 0.00357 | -0.0644 | 0.0237 |
| 1778 | occupation_? | native-country_Portugal | 0.00357 | 0.00357 | -0.0786 | -0.0105 |
| 77 | CapitalGainPositive | native-country_Portugal | -0.00357 | 0.00357 | 0.266 | -0.0105 |
| 2423 | occupation_Other-service | native-country_Laos | -0.00356 | 0.00356 | -0.156 | -0.00713 |
| 4781 | native-country_Ireland | ageGRP_5_[50,60] | -0.00355 | 0.00355 | -0.00206 | 0.119 |
| 2179 | occupation_Farming-fishing | native-country_Hungary | -0.00355 | 0.00355 | -0.0519 | -0.00047 |
| 2177 | occupation_Farming-fishing | native-country_Honduras | -0.00355 | 0.00355 | -0.0519 | -0.00766 |
| 2711 | occupation_Sales | native-country_Germany | -0.00355 | 0.00355 | 0.0237 | 0.0122 |
| 1015 | workclass_Without-pay | occupation_Tech-support | -0.00355 | 0.00355 | -0.0117 | 0.0257 |
| 2801 | occupation_Tech-support | native-country_Outlying-US(Guam-USVI-etc) | -0.00355 | 0.00355 | 0.0257 | -0.0117 |
| 2314 | occupation_Machine-op-inspct | race_Asian-Pac-Islander | -0.00355 | 0.00355 | -0.0694 | 0.0105 |
| 3913 | native-country_Canada | education-numGRP_5_[10,13] | 0.00355 | 0.00355 | 0.0116 | 0.163 |
| 3449 | race_Black | native-country_Cambodia | -0.00355 | 0.00355 | -0.0891 | 0.00721 |
| 5063 | native-country_Philippines | native-country_Vietnam | -0.00355 | 0.00355 | 0.0123 | -0.0176 |
| 1676 | marital-status_Widowed | native-country_Honduras | -0.00354 | 0.00354 | -0.0644 | -0.00766 |
| 4745 | native-country_Iran | ageGRP_6_[60,INF) | -0.00354 | 0.00354 | 0.0151 | -0.00294 |
| 3044 | relationship_Not-in-family | hours-per-weekGRP_5_[60,INF) | -0.00354 | 0.00354 | -0.189 | 0.0541 |
| 4272 | native-country_England | ageGRP_6_[60,INF) | 0.00353 | 0.00353 | 0.0114 | -0.00294 |
| 3226 | relationship_Unmarried | native-country_Taiwan | -0.00353 | 0.00353 | -0.143 | 0.014 |
| 4607 | native-country_Hong | native-country_Mexico | -0.00352 | 0.00352 | 0.00343 | -0.0629 |
| 4034 | native-country_Cuba | native-country_Germany | -0.00352 | 0.00352 | 0.00283 | 0.0122 |
| 2827 | occupation_Tech-support | hours-per-weekGRP_1_[0,20] | -0.00352 | 0.00352 | 0.0257 | -0.128 |
| 216 | workclass_? | marital-status_Married-AF-spouse | 0.00352 | 0.00352 | -0.0782 | 0.0121 |
| 1330 | marital-status_Married-civ-spouse | native-country_Japan | 0.00351 | 0.00351 | 0.445 | 0.0149 |
| 2547 | occupation_Prof-specialty | race_Other | -0.00351 | 0.00351 | 0.186 | -0.0318 |
| 81 | CapitalGainPositive | native-country_Taiwan | -0.00351 | 0.00351 | 0.266 | 0.014 |
| 3092 | relationship_Other-relative | native-country_Thailand | 0.0035 | 0.0035 | -0.0837 | -0.00408 |
| 3665 | sex_Female | native-country_Scotland | 0.0035 | 0.0035 | -0.216 | 0.00041 |
| 4633 | native-country_Hong | education-numGRP_5_[10,13] | 0.0035 | 0.0035 | 0.00343 | 0.163 |
| 3724 | sex_Male | native-country_Scotland | -0.0035 | 0.0035 | 0.216 | 0.00041 |
| 3419 | race_Asian-Pac-Islander | native-country_Scotland | -0.00349 | 0.00349 | 0.0105 | 0.00041 |
| 754 | workclass_Self-emp-inc | native-country_England | -0.00349 | 0.00349 | 0.139 | 0.0114 |
| 3869 | native-country_Canada | native-country_El-Salvador | -0.00349 | 0.00349 | 0.0116 | -0.0208 |
| 1187 | marital-status_Married-AF-spouse | occupation_? | 0.00349 | 0.00349 | 0.0121 | -0.0786 |
| 85 | CapitalGainPositive | native-country_Vietnam | 0.00348 | 0.00348 | 0.266 | -0.0176 |
| 5126 | native-country_Portugal | education-numGRP_3_[6,8] | -0.00348 | 0.00348 | -0.0105 | -0.0975 |
| 1893 | occupation_Armed-Forces | occupation_Handlers-cleaners | -0.00348 | 0.00348 | -0.00504 | -0.0873 |
| 369 | workclass_Federal-gov | native-country_Hungary | -0.00348 | 0.00348 | 0.0594 | -0.00047 |
| 367 | workclass_Federal-gov | native-country_Honduras | -0.00348 | 0.00348 | 0.0594 | -0.00766 |
| 3153 | relationship_Own-child | native-country_Philippines | 0.00347 | 0.00347 | -0.229 | 0.0123 |
| 601 | workclass_Never-worked | education-numGRP_4_[8,10] | -0.00347 | 0.00347 | -0.00826 | -0.176 |
| 1141 | marital-status_Divorced | native-country_Hungary | -0.00347 | 0.00347 | -0.127 | -0.00047 |
| 4441 | native-country_Guatemala | native-country_Philippines | -0.00347 | 0.00347 | -0.0201 | 0.0123 |
| 4220 | native-country_El-Salvador | ageGRP_3_[30,40] | -0.00346 | 0.00346 | -0.0208 | 0.0568 |
| 2192 | occupation_Farming-fishing | native-country_Poland | -0.00346 | 0.00346 | -0.0519 | -0.0041 |
| 3909 | native-country_Canada | education-numGRP_1_[1,4] | -0.00346 | 0.00346 | 0.0116 | -0.0835 |
| 2627 | occupation_Protective-serv | native-country_Cambodia | -0.00345 | 0.00345 | 0.0281 | 0.00721 |
| 653 | workclass_Private | native-country_Cuba | 0.00345 | 0.00345 | -0.0785 | 0.00283 |
| 1076 | workclass_Without-pay | ageGRP_5_[50,60] | -0.00345 | 0.00345 | -0.0117 | 0.119 |
| 2664 | occupation_Protective-serv | native-country_Trinadad&Tobago | -0.00345 | 0.00345 | 0.0281 | -0.00766 |
| 5152 | native-country_Puerto-Rico | education-numGRP_4_[8,10] | -0.00344 | 0.00344 | -0.0188 | -0.176 |
| 2943 | relationship_Husband | native-country_Nicaragua | -0.00344 | 0.00344 | 0.401 | -0.0138 |
| 786 | workclass_Self-emp-inc | native-country_Yugoslavia | 0.00344 | 0.00344 | 0.139 | 0.00696 |
| 4943 | native-country_Mexico | native-country_Trinadad&Tobago | -0.00343 | 0.00343 | -0.0629 | -0.00766 |
| 3831 | native-country_Cambodia | native-country_Mexico | -0.00343 | 0.00343 | 0.00721 | -0.0629 |
| 1450 | marital-status_Married-spouse-absent | hours-per-weekGRP_1_[0,20] | -0.00342 | 0.00342 | -0.0425 | -0.128 |
| 4236 | native-country_England | native-country_Germany | -0.00342 | 0.00342 | 0.0114 | 0.0122 |
| 2789 | occupation_Tech-support | native-country_Honduras | -0.00342 | 0.00342 | 0.0257 | -0.00766 |
| 458 | workclass_Local-gov | native-country_Ecuador | -0.00342 | 0.00342 | 0.0331 | -0.00672 |
| 4870 | native-country_Japan | native-country_Philippines | -0.00342 | 0.00342 | 0.0149 | 0.0123 |
| 2002 | occupation_Craft-repair | native-country_Columbia | 0.00342 | 0.00342 | -0.0126 | -0.0206 |
| 3481 | race_Black | native-country_Puerto-Rico | -0.00342 | 0.00342 | -0.0891 | -0.0188 |
| 2195 | occupation_Farming-fishing | native-country_Scotland | -0.00341 | 0.00341 | -0.0519 | 0.00041 |
| 2101 | occupation_Exec-managerial | native-country_Ireland | -0.00341 | 0.00341 | 0.215 | -0.00206 |
| 131 | CapitalLossPositive | occupation_Protective-serv | -0.00341 | 0.00341 | 0.139 | 0.0281 |
| 1694 | marital-status_Widowed | native-country_Scotland | -0.00341 | 0.00341 | -0.0644 | 0.00041 |
| 756 | workclass_Self-emp-inc | native-country_Germany | 0.0034 | 0.0034 | 0.139 | 0.0122 |
| 1408 | marital-status_Married-spouse-absent | native-country_Greece | -0.0034 | 0.0034 | -0.0425 | 0.00245 |
| 2689 | occupation_Sales | relationship_Other-relative | -0.0034 | 0.0034 | 0.0237 | -0.0837 |
| 439 | workclass_Local-gov | relationship_Not-in-family | -0.0034 | 0.0034 | 0.0331 | -0.189 |
| 1005 | workclass_Without-pay | occupation_Craft-repair | -0.0034 | 0.0034 | -0.0117 | -0.0126 |
| 4209 | native-country_El-Salvador | native-country_Puerto-Rico | -0.00339 | 0.00339 | -0.0208 | -0.0188 |
| 910 | workclass_State-gov | occupation_Armed-Forces | -0.00339 | 0.00339 | 0.0148 | -0.00504 |
| 3880 | native-country_Canada | native-country_India | -0.00339 | 0.00339 | 0.0116 | 0.0207 |
| 1679 | marital-status_Widowed | native-country_India | -0.00339 | 0.00339 | -0.0644 | 0.0207 |
| 1680 | marital-status_Widowed | native-country_Iran | 0.00339 | 0.00339 | -0.0644 | 0.0151 |
| 3089 | relationship_Other-relative | native-country_Scotland | -0.00338 | 0.00338 | -0.0837 | 0.00041 |
| 5199 | native-country_South | education-numGRP_4_[8,10] | -0.00338 | 0.00338 | -0.00474 | -0.176 |
| 2366 | occupation_Machine-op-inspct | ageGRP_5_[50,60] | -0.00338 | 0.00338 | -0.0694 | 0.119 |
| 1128 | marital-status_Divorced | native-country_Cuba | 0.00338 | 0.00338 | -0.127 | 0.00283 |
| 2917 | relationship_Husband | native-country_Cambodia | 0.00337 | 0.00337 | 0.401 | 0.00721 |
| 1416 | marital-status_Married-spouse-absent | native-country_Iran | 0.00337 | 0.00337 | -0.0425 | 0.0151 |
| 3524 | race_Other | native-country_Haiti | -0.00337 | 0.00337 | -0.0318 | -0.0129 |
| 5054 | native-country_Philippines | native-country_Poland | -0.00336 | 0.00336 | 0.0123 | -0.0041 |
| 2510 | occupation_Priv-house-serv | native-country_South | -0.00336 | 0.00336 | -0.0371 | -0.00474 |
| 5297 | native-country_Vietnam | education-numGRP_2_[4,6] | 0.00336 | 0.00336 | -0.0176 | -0.0904 |
| 2332 | occupation_Machine-op-inspct | native-country_Greece | -0.00336 | 0.00336 | -0.0694 | 0.00245 |
| 385 | workclass_Federal-gov | native-country_Scotland | -0.00335 | 0.00335 | 0.0594 | 0.00041 |
| 2573 | occupation_Prof-specialty | native-country_Italy | 0.00335 | 0.00335 | 0.186 | 0.0113 |
| 2651 | occupation_Protective-serv | native-country_Laos | -0.00335 | 0.00335 | 0.0281 | -0.00713 |
| 2581 | occupation_Prof-specialty | native-country_Philippines | 0.00335 | 0.00335 | 0.186 | 0.0123 |
| 3765 | native-country_? | native-country_Hong | -0.00335 | 0.00335 | 0.00304 | 0.00343 |
| 964 | workclass_State-gov | native-country_Outlying-US(Guam-USVI-etc) | 0.00335 | 0.00335 | 0.0148 | -0.0117 |
| 4453 | native-country_Guatemala | ageGRP_1_[0,20] | 0.00335 | 0.00335 | -0.0201 | -0.159 |
| 4899 | native-country_Laos | native-country_Mexico | -0.00334 | 0.00334 | -0.00713 | -0.0629 |
| 2260 | occupation_Handlers-cleaners | native-country_India | -0.00334 | 0.00334 | -0.0873 | 0.0207 |
| 4942 | native-country_Mexico | native-country_Thailand | -0.00334 | 0.00334 | -0.0629 | -0.00408 |
| 536 | workclass_Never-worked | occupation_Transport-moving | -0.00333 | 0.00333 | -0.00826 | -0.0215 |
| 5233 | native-country_Thailand | ageGRP_1_[0,20] | 0.00333 | 0.00333 | -0.00408 | -0.159 |
| 4000 | native-country_Columbia | native-country_Philippines | -0.00333 | 0.00333 | -0.0206 | 0.0123 |
| 4915 | native-country_Laos | ageGRP_1_[0,20] | 0.00333 | 0.00333 | -0.00713 | -0.159 |
| 352 | workclass_Federal-gov | native-country_Cambodia | 0.00331 | 0.00331 | 0.0594 | 0.00721 |
| 2151 | occupation_Farming-fishing | relationship_Own-child | -0.00331 | 0.00331 | -0.0519 | -0.229 |
| 3353 | race_Amer-Indian-Eskimo | native-country_Portugal | -0.00331 | 0.00331 | -0.0287 | -0.0105 |
| 4787 | native-country_Ireland | education-numGRP_5_[10,13] | 0.00331 | 0.00331 | -0.00206 | 0.163 |
| 4016 | native-country_Columbia | ageGRP_5_[50,60] | 0.0033 | 0.0033 | -0.0206 | 0.119 |
| 178 | CapitalLossPositive | native-country_Philippines | 0.0033 | 0.0033 | 0.139 | 0.0123 |
| 3866 | native-country_Canada | native-country_Cuba | -0.0033 | 0.0033 | 0.0116 | 0.00283 |
| 4693 | native-country_India | native-country_Puerto-Rico | -0.00329 | 0.00329 | 0.0207 | -0.0188 |
| 2807 | occupation_Tech-support | native-country_Scotland | -0.00329 | 0.00329 | 0.0257 | 0.00041 |
| 1442 | marital-status_Married-spouse-absent | ageGRP_5_[50,60] | 0.00329 | 0.00329 | -0.0425 | 0.119 |
| 4026 | native-country_Columbia | hours-per-weekGRP_3_[40,50] | -0.00329 | 0.00329 | -0.0206 | 0.172 |
| 3197 | relationship_Unmarried | native-country_Ecuador | -0.00328 | 0.00328 | -0.143 | -0.00672 |
| 5313 | native-country_Yugoslavia | education-numGRP_1_[1,4] | 0.00328 | 0.00328 | 0.00696 | -0.0835 |
| 1779 | occupation_? | native-country_Puerto-Rico | -0.00327 | 0.00327 | -0.0786 | -0.0188 |
| 382 | workclass_Federal-gov | native-country_Poland | -0.00326 | 0.00326 | 0.0594 | -0.0041 |
| 2859 | occupation_Transport-moving | native-country_Haiti | 0.00326 | 0.00326 | -0.0215 | -0.0129 |
| 2478 | occupation_Priv-house-serv | native-country_China | -0.00326 | 0.00326 | -0.0371 | 0.00291 |
| 3786 | native-country_? | native-country_Trinadad&Tobago | -0.00326 | 0.00326 | 0.00304 | -0.00766 |
| 3749 | native-country_? | native-country_Cambodia | -0.00326 | 0.00326 | 0.00304 | 0.00721 |
| 4343 | native-country_Germany | native-country_Jamaica | -0.00325 | 0.00325 | 0.0122 | -0.0137 |
| 1775 | occupation_? | native-country_Peru | -0.00325 | 0.00325 | -0.0786 | -0.0127 |
| 181 | CapitalLossPositive | native-country_Puerto-Rico | -0.00325 | 0.00325 | 0.139 | -0.0188 |
| 3325 | race_Amer-Indian-Eskimo | native-country_Columbia | 0.00324 | 0.00324 | -0.0287 | -0.0206 |
| 1772 | occupation_? | native-country_Mexico | -0.00324 | 0.00324 | -0.0786 | -0.0629 |
| 107 | CapitalLossPositive | workclass_Never-worked | -0.00324 | 0.00324 | 0.139 | -0.00826 |
| 3001 | relationship_Not-in-family | native-country_Holand-Netherlands | -0.00324 | 0.00324 | -0.189 | -0.00312 |
| 4979 | native-country_Nicaragua | ageGRP_2_[20,30] | 0.00324 | 0.00324 | -0.0138 | -0.213 |
| 4355 | native-country_Germany | native-country_South | -0.00323 | 0.00323 | 0.0122 | -0.00474 |
| 5308 | native-country_Yugoslavia | ageGRP_2_[20,30] | -0.00323 | 0.00323 | 0.00696 | -0.213 |
| 279 | workclass_? | native-country_Peru | -0.00323 | 0.00323 | -0.0782 | -0.0127 |
| 2211 | occupation_Farming-fishing | education-numGRP_3_[6,8] | 0.00322 | 0.00322 | -0.0519 | -0.0975 |
| 3870 | native-country_Canada | native-country_England | -0.00322 | 0.00322 | 0.0116 | 0.0114 |
| 2082 | occupation_Exec-managerial | native-country_Canada | -0.00322 | 0.00322 | 0.215 | 0.0116 |
| 283 | workclass_? | native-country_Puerto-Rico | -0.00322 | 0.00322 | -0.0782 | -0.0188 |
| 4541 | native-country_Holand-Netherlands | ageGRP_2_[20,30] | -0.00321 | 0.00321 | -0.00312 | -0.213 |
| 2497 | occupation_Priv-house-serv | native-country_Italy | -0.00321 | 0.00321 | -0.0371 | 0.0113 |
| 4056 | native-country_Cuba | native-country_Puerto-Rico | -0.00321 | 0.00321 | 0.00283 | -0.0188 |
| 3222 | relationship_Unmarried | native-country_Portugal | 0.00321 | 0.00321 | -0.143 | -0.0105 |
| 4170 | native-country_Ecuador | ageGRP_3_[30,40] | -0.00321 | 0.00321 | -0.00672 | 0.0568 |
| 2790 | occupation_Tech-support | native-country_Hong | 0.0032 | 0.0032 | 0.0257 | 0.00343 |
| 1674 | marital-status_Widowed | native-country_Haiti | 0.0032 | 0.0032 | -0.0644 | -0.0129 |
| 1519 | marital-status_Never-married | native-country_Scotland | -0.00319 | 0.00319 | -0.318 | 0.00041 |
| 2408 | occupation_Other-service | native-country_France | -0.00319 | 0.00319 | -0.156 | 0.0121 |
| 3773 | native-country_? | native-country_Laos | -0.00318 | 0.00318 | 0.00304 | -0.00713 |
| 5100 | native-country_Poland | education-numGRP_3_[6,8] | -0.00318 | 0.00318 | -0.0041 | -0.0975 |
| 1963 | occupation_Armed-Forces | education-numGRP_1_[1,4] | -0.00318 | 0.00318 | -0.00504 | -0.0835 |
| 3785 | native-country_? | native-country_Thailand | -0.00318 | 0.00318 | 0.00304 | -0.00408 |
| 3093 | relationship_Other-relative | native-country_Trinadad&Tobago | 0.00318 | 0.00318 | -0.0837 | -0.00766 |
| 4195 | native-country_El-Salvador | native-country_India | -0.00317 | 0.00317 | -0.0208 | 0.0207 |
| 1833 | occupation_Adm-clerical | native-country_Canada | -0.00317 | 0.00317 | -0.09 | 0.0116 |
| 3348 | race_Amer-Indian-Eskimo | native-country_Nicaragua | -0.00317 | 0.00317 | -0.0287 | -0.0138 |
| 3554 | race_Other | ageGRP_3_[30,40] | -0.00317 | 0.00317 | -0.0318 | 0.0568 |
| 2667 | occupation_Protective-serv | native-country_Yugoslavia | -0.00316 | 0.00316 | 0.0281 | 0.00696 |
| 1147 | marital-status_Divorced | native-country_Japan | 0.00316 | 0.00316 | -0.127 | 0.0149 |
| 464 | workclass_Local-gov | native-country_Guatemala | -0.00315 | 0.00315 | 0.0331 | -0.0201 |
| 885 | workclass_Self-emp-not-inc | ageGRP_3_[30,40] | 0.00315 | 0.00315 | 0.03 | 0.0568 |
| 4782 | native-country_Ireland | ageGRP_6_[60,INF) | -0.00315 | 0.00315 | -0.00206 | -0.00294 |
| 4946 | native-country_Mexico | native-country_Yugoslavia | -0.00315 | 0.00315 | -0.0629 | 0.00696 |
| 1619 | marital-status_Separated | ageGRP_5_[50,60] | -0.00314 | 0.00314 | -0.0744 | 0.119 |
| 4595 | native-country_Honduras | hours-per-weekGRP_2_[20,40] | 0.00314 | 0.00314 | -0.00766 | -0.153 |
| 2818 | occupation_Tech-support | ageGRP_4_[40,50] | 0.00314 | 0.00314 | 0.0257 | 0.17 |
| 719 | workclass_Self-emp-inc | occupation_Armed-Forces | -0.00313 | 0.00313 | 0.139 | -0.00504 |
| 3003 | relationship_Not-in-family | native-country_Hong | -0.00313 | 0.00313 | -0.189 | 0.00343 |
| 2989 | relationship_Not-in-family | native-country_China | -0.00313 | 0.00313 | -0.189 | 0.00291 |
| 276 | workclass_? | native-country_Mexico | -0.00312 | 0.00312 | -0.0782 | -0.0629 |
| 3927 | native-country_China | native-country_Germany | -0.00312 | 0.00312 | 0.00291 | 0.0122 |
| 1973 | occupation_Armed-Forces | hours-per-weekGRP_5_[60,INF) | -0.00312 | 0.00312 | -0.00504 | 0.0541 |
| 4258 | native-country_England | native-country_Puerto-Rico | -0.00312 | 0.00312 | 0.0114 | -0.0188 |
| 1333 | marital-status_Married-civ-spouse | native-country_Nicaragua | -0.00312 | 0.00312 | 0.445 | -0.0138 |
| 3267 | relationship_Wife | native-country_Germany | 0.00311 | 0.00311 | 0.123 | 0.0122 |
| 2636 | occupation_Protective-serv | native-country_France | 0.00311 | 0.00311 | 0.0281 | 0.0121 |
| 370 | workclass_Federal-gov | native-country_India | -0.00311 | 0.00311 | 0.0594 | 0.0207 |
| 4550 | native-country_Holand-Netherlands | education-numGRP_5_[10,13] | -0.00311 | 0.00311 | -0.00312 | 0.163 |
| 881 | workclass_Self-emp-not-inc | native-country_Vietnam | -0.0031 | 0.0031 | 0.03 | -0.0176 |
| 2162 | occupation_Farming-fishing | native-country_Cambodia | 0.0031 | 0.0031 | -0.0519 | 0.00721 |
| 5059 | native-country_Philippines | native-country_Taiwan | -0.0031 | 0.0031 | 0.0123 | 0.014 |
| 3667 | sex_Female | native-country_Taiwan | -0.00309 | 0.00309 | -0.216 | 0.014 |
| 4031 | native-country_Cuba | native-country_El-Salvador | -0.00309 | 0.00309 | 0.00283 | -0.0208 |
| 3542 | race_Other | native-country_Portugal | -0.00309 | 0.00309 | -0.0318 | -0.0105 |
| 956 | workclass_State-gov | native-country_Iran | -0.00309 | 0.00309 | 0.0148 | 0.0151 |
| 3726 | sex_Male | native-country_Taiwan | 0.00309 | 0.00309 | 0.216 | 0.014 |
| 2515 | occupation_Priv-house-serv | native-country_Vietnam | -0.00308 | 0.00308 | -0.0371 | -0.0176 |
| 1290 | marital-status_Married-civ-spouse | occupation_Sales | -0.00308 | 0.00308 | 0.445 | 0.0237 |
| 4342 | native-country_Germany | native-country_Italy | -0.00308 | 0.00308 | 0.0122 | 0.0113 |
| 1998 | occupation_Craft-repair | native-country_? | -0.00307 | 0.00307 | -0.0126 | 0.00304 |
| 528 | workclass_Never-worked | occupation_Handlers-cleaners | -0.00307 | 0.00307 | -0.00826 | -0.0873 |
| 4318 | native-country_France | ageGRP_4_[40,50] | -0.00306 | 0.00306 | 0.0121 | 0.17 |
| 3430 | race_Asian-Pac-Islander | ageGRP_4_[40,50] | 0.00306 | 0.00306 | 0.0105 | 0.17 |
| 2951 | relationship_Husband | native-country_South | -0.00305 | 0.00305 | 0.401 | -0.00474 |
| 1522 | marital-status_Never-married | native-country_Thailand | 0.00305 | 0.00305 | -0.318 | -0.00408 |
| 865 | workclass_Self-emp-not-inc | native-country_Japan | 0.00305 | 0.00305 | 0.03 | 0.0149 |
| 3884 | native-country_Canada | native-country_Jamaica | -0.00305 | 0.00305 | 0.0116 | -0.0137 |
| 2852 | occupation_Transport-moving | native-country_Ecuador | 0.00304 | 0.00304 | -0.0215 | -0.00672 |
| 3896 | native-country_Canada | native-country_South | -0.00303 | 0.00303 | 0.0116 | -0.00474 |
| 4947 | native-country_Mexico | ageGRP_1_[0,20] | -0.00303 | 0.00303 | -0.0629 | -0.159 |
| 1008 | workclass_Without-pay | occupation_Handlers-cleaners | 0.00303 | 0.00303 | -0.0117 | -0.0873 |
| 2269 | occupation_Handlers-cleaners | native-country_Outlying-US(Guam-USVI-etc) | 0.00303 | 0.00303 | -0.0873 | -0.0117 |
| 474 | workclass_Local-gov | native-country_Jamaica | -0.00303 | 0.00303 | 0.0331 | -0.0137 |
| 3350 | race_Amer-Indian-Eskimo | native-country_Peru | -0.00303 | 0.00303 | -0.0287 | -0.0127 |
| 1183 | marital-status_Married-AF-spouse | marital-status_Married-spouse-absent | -0.00303 | 0.00303 | 0.0121 | -0.0425 |
| 841 | workclass_Self-emp-not-inc | native-country_? | -0.00302 | 0.00302 | 0.03 | 0.00304 |
| 1579 | marital-status_Separated | native-country_Dominican-Republic | 0.00302 | 0.00302 | -0.0744 | -0.023 |
| 958 | workclass_State-gov | native-country_Italy | -0.00302 | 0.00302 | 0.0148 | 0.0113 |
| 1909 | occupation_Armed-Forces | race_Asian-Pac-Islander | -0.00302 | 0.00302 | -0.00504 | 0.0105 |
| 873 | workclass_Self-emp-not-inc | native-country_Portugal | -0.00302 | 0.00302 | 0.03 | -0.0105 |
| 4086 | native-country_Dominican-Republic | native-country_Germany | -0.00302 | 0.00302 | -0.023 | 0.0122 |
| 5175 | native-country_Scotland | education-numGRP_3_[6,8] | 0.00301 | 0.00301 | 0.00041 | -0.0975 |
| 2567 | occupation_Prof-specialty | native-country_Honduras | -0.00301 | 0.00301 | 0.186 | -0.00766 |
| 2982 | relationship_Not-in-family | race_Other | 0.00301 | 0.00301 | -0.189 | -0.0318 |
| 4185 | native-country_El-Salvador | native-country_England | -0.00301 | 0.00301 | -0.0208 | 0.0114 |
| 5044 | native-country_Peru | education-numGRP_2_[4,6] | 0.00301 | 0.00301 | -0.0127 | -0.0904 |
| 4042 | native-country_Cuba | native-country_India | -0.003 | 0.003 | 0.00283 | 0.0207 |
| 4182 | native-country_Ecuador | hours-per-weekGRP_3_[40,50] | -0.003 | 0.003 | -0.00672 | 0.172 |
| 2263 | occupation_Handlers-cleaners | native-country_Italy | 0.003 | 0.003 | -0.0873 | 0.0113 |
| 1547 | marital-status_Separated | occupation_Armed-Forces | -0.003 | 0.003 | -0.0744 | -0.00504 |
| 4863 | native-country_Jamaica | hours-per-weekGRP_4_[50,60] | -0.003 | 0.003 | -0.0137 | 0.131 |
| 1129 | marital-status_Divorced | native-country_Dominican-Republic | -0.003 | 0.003 | -0.127 | -0.023 |
| 2849 | occupation_Transport-moving | native-country_Columbia | -0.00299 | 0.00299 | -0.0215 | -0.0206 |
| 2853 | occupation_Transport-moving | native-country_El-Salvador | -0.00299 | 0.00299 | -0.0215 | -0.0208 |
| 513 | workclass_Never-worked | workclass_State-gov | -0.00299 | 0.00299 | -0.00826 | 0.0148 |
| 4586 | native-country_Honduras | ageGRP_5_[50,60] | -0.00299 | 0.00299 | -0.00766 | 0.119 |
| 4981 | native-country_Nicaragua | ageGRP_4_[40,50] | -0.00299 | 0.00299 | -0.0138 | 0.17 |
| 3961 | native-country_China | ageGRP_4_[40,50] | 0.00299 | 0.00299 | 0.00291 | 0.17 |
| 3789 | native-country_? | native-country_Yugoslavia | -0.00299 | 0.00299 | 0.00304 | 0.00696 |
| 2166 | occupation_Farming-fishing | native-country_Cuba | -0.00298 | 0.00298 | -0.0519 | 0.00283 |
| 4176 | native-country_Ecuador | education-numGRP_3_[6,8] | 0.00298 | 0.00298 | -0.00672 | -0.0975 |
| 172 | CapitalLossPositive | native-country_Japan | -0.00298 | 0.00298 | 0.139 | 0.0149 |
| 605 | workclass_Never-worked | hours-per-weekGRP_2_[20,40] | 0.00297 | 0.00297 | -0.00826 | -0.153 |
| 2673 | occupation_Protective-serv | ageGRP_6_[60,INF) | -0.00297 | 0.00297 | 0.0281 | -0.00294 |
| 4839 | native-country_Jamaica | native-country_Puerto-Rico | -0.00296 | 0.00296 | -0.0137 | -0.0188 |
| 2499 | occupation_Priv-house-serv | native-country_Japan | -0.00296 | 0.00296 | -0.0371 | 0.0149 |
| 2654 | occupation_Protective-serv | native-country_Outlying-US(Guam-USVI-etc) | -0.00296 | 0.00296 | 0.0281 | -0.0117 |
| 1013 | workclass_Without-pay | occupation_Protective-serv | -0.00296 | 0.00296 | -0.0117 | 0.0281 |
| 4360 | native-country_Germany | native-country_Vietnam | -0.00295 | 0.00295 | 0.0122 | -0.0176 |
| 1892 | occupation_Armed-Forces | occupation_Farming-fishing | -0.00295 | 0.00295 | -0.00504 | -0.0519 |
| 1634 | marital-status_Widowed | occupation_Armed-Forces | -0.00295 | 0.00295 | -0.0644 | -0.00504 |
| 2014 | occupation_Craft-repair | native-country_Honduras | -0.00295 | 0.00295 | -0.0126 | -0.00766 |
| 4666 | native-country_Hungary | ageGRP_4_[40,50] | -0.00295 | 0.00295 | -0.00047 | 0.17 |
| 4499 | native-country_Haiti | ageGRP_3_[30,40] | -0.00294 | 0.00294 | -0.0129 | 0.0568 |
| 1587 | marital-status_Separated | native-country_Haiti | 0.00294 | 0.00294 | -0.0744 | -0.0129 |
| 5136 | native-country_Puerto-Rico | native-country_South | -0.00294 | 0.00294 | -0.0188 | -0.00474 |
| 1056 | workclass_Without-pay | native-country_Mexico | -0.00294 | 0.00294 | -0.0117 | -0.0629 |
| 4933 | native-country_Mexico | native-country_Outlying-US(Guam-USVI-etc) | -0.00294 | 0.00294 | -0.0629 | -0.0117 |
| 843 | workclass_Self-emp-not-inc | native-country_Canada | 0.00293 | 0.00293 | 0.03 | 0.0116 |
| 3864 | native-country_Canada | native-country_China | -0.00293 | 0.00293 | 0.0116 | 0.00291 |
| 1611 | marital-status_Separated | native-country_Trinadad&Tobago | 0.00293 | 0.00293 | -0.0744 | -0.00766 |
| 3331 | race_Amer-Indian-Eskimo | native-country_France | -0.00293 | 0.00293 | -0.0287 | 0.0121 |
| 3333 | race_Amer-Indian-Eskimo | native-country_Greece | -0.00293 | 0.00293 | -0.0287 | 0.00245 |
| 4244 | native-country_England | native-country_India | -0.00292 | 0.00292 | 0.0114 | 0.0207 |
| 645 | workclass_Private | race_White | 0.00292 | 0.00292 | -0.0785 | 0.0852 |
| 4363 | native-country_Germany | ageGRP_2_[20,30] | 0.00291 | 0.00291 | 0.0122 | -0.213 |
| 2921 | relationship_Husband | native-country_Cuba | 0.00291 | 0.00291 | 0.401 | 0.00283 |
| 1262 | marital-status_Married-AF-spouse | ageGRP_6_[60,INF) | -0.0029 | 0.0029 | 0.0121 | -0.00294 |
| 3268 | relationship_Wife | native-country_Greece | 0.0029 | 0.0029 | 0.123 | 0.00245 |
| 3199 | relationship_Unmarried | native-country_England | -0.0029 | 0.0029 | -0.143 | 0.0114 |
| 3883 | native-country_Canada | native-country_Italy | -0.0029 | 0.0029 | 0.0116 | 0.0113 |
| 4543 | native-country_Holand-Netherlands | ageGRP_4_[40,50] | -0.0029 | 0.0029 | -0.00312 | 0.17 |
| 4077 | native-country_Cuba | hours-per-weekGRP_1_[0,20] | 0.0029 | 0.0029 | 0.00283 | -0.128 |
| 2096 | occupation_Exec-managerial | native-country_Honduras | -0.0029 | 0.0029 | 0.215 | -0.00766 |
| 3160 | relationship_Own-child | native-country_Thailand | -0.00289 | 0.00289 | -0.229 | -0.00408 |
| 2023 | occupation_Craft-repair | native-country_Laos | 0.00289 | 0.00289 | -0.0126 | -0.00713 |
| 3148 | relationship_Own-child | native-country_Laos | -0.00289 | 0.00289 | -0.229 | -0.00713 |
| 3328 | race_Amer-Indian-Eskimo | native-country_Ecuador | -0.00288 | 0.00288 | -0.0287 | -0.00672 |
| 4333 | native-country_Germany | native-country_Guatemala | -0.00288 | 0.00288 | 0.0122 | -0.0201 |
| 4485 | native-country_Haiti | native-country_Philippines | -0.00288 | 0.00288 | -0.0129 | 0.0123 |
| 164 | CapitalLossPositive | native-country_Honduras | 0.00287 | 0.00287 | 0.139 | -0.00766 |
| 166 | CapitalLossPositive | native-country_Hungary | 0.00287 | 0.00287 | 0.139 | -0.00047 |
| 4989 | native-country_Nicaragua | education-numGRP_6_[13,16) | -0.00286 | 0.00286 | -0.0138 | 0.269 |
| 72 | CapitalGainPositive | native-country_Nicaragua | -0.00286 | 0.00286 | 0.266 | -0.0138 |
| 1900 | occupation_Armed-Forces | occupation_Tech-support | -0.00285 | 0.00285 | -0.00504 | 0.0257 |
| 3949 | native-country_China | native-country_Puerto-Rico | -0.00285 | 0.00285 | 0.00291 | -0.0188 |
| 4032 | native-country_Cuba | native-country_England | -0.00285 | 0.00285 | 0.00283 | 0.0114 |
| 2644 | occupation_Protective-serv | native-country_Hungary | -0.00285 | 0.00285 | 0.0281 | -0.00047 |
| 4199 | native-country_El-Salvador | native-country_Jamaica | -0.00285 | 0.00285 | -0.0208 | -0.0137 |
| 4211 | native-country_El-Salvador | native-country_South | -0.00284 | 0.00284 | -0.0208 | -0.00474 |
| 4647 | native-country_Hungary | native-country_Mexico | -0.00284 | 0.00284 | -0.00047 | -0.0629 |
| 4566 | native-country_Honduras | native-country_Mexico | -0.00284 | 0.00284 | -0.00766 | -0.0629 |
| 4728 | native-country_Iran | native-country_Philippines | -0.00284 | 0.00284 | 0.0151 | 0.0123 |
| 4344 | native-country_Germany | native-country_Japan | -0.00284 | 0.00284 | 0.0122 | 0.0149 |
| 1413 | marital-status_Married-spouse-absent | native-country_Hong | -0.00283 | 0.00283 | -0.0425 | 0.00343 |
| 903 | workclass_State-gov | marital-status_Married-civ-spouse | -0.00283 | 0.00283 | 0.0148 | 0.445 |
| 3867 | native-country_Canada | native-country_Dominican-Republic | -0.00283 | 0.00283 | 0.0116 | -0.023 |
| 2246 | occupation_Handlers-cleaners | native-country_Cuba | -0.00283 | 0.00283 | -0.0873 | 0.00283 |
| 3598 | race_White | native-country_Nicaragua | -0.00282 | 0.00282 | 0.0852 | -0.0138 |
| 5038 | native-country_Peru | ageGRP_2_[20,30] | 0.00282 | 0.00282 | -0.0127 | -0.213 |
| 4804 | native-country_Italy | native-country_Puerto-Rico | -0.00281 | 0.00281 | 0.0113 | -0.0188 |
| 2178 | occupation_Farming-fishing | native-country_Hong | 0.00281 | 0.00281 | -0.0519 | 0.00343 |
| 1315 | marital-status_Married-civ-spouse | native-country_England | -0.00281 | 0.00281 | 0.445 | 0.0114 |
| 2747 | occupation_Sales | ageGRP_6_[60,INF) | -0.0028 | 0.0028 | 0.0237 | -0.00294 |
| 438 | workclass_Local-gov | relationship_Husband | 0.0028 | 0.0028 | 0.0331 | 0.401 |
| 1030 | workclass_Without-pay | native-country_? | -0.0028 | 0.0028 | -0.0117 | 0.00304 |
| 3776 | native-country_? | native-country_Outlying-US(Guam-USVI-etc) | -0.0028 | 0.0028 | 0.00304 | -0.0117 |
| 4271 | native-country_England | ageGRP_5_[50,60] | 0.0028 | 0.0028 | 0.0114 | 0.119 |
| 1143 | marital-status_Divorced | native-country_Iran | 0.00279 | 0.00279 | -0.127 | 0.0151 |
| 4351 | native-country_Germany | native-country_Poland | -0.00279 | 0.00279 | 0.0122 | -0.0041 |
| 2588 | occupation_Prof-specialty | native-country_Thailand | 0.00279 | 0.00279 | 0.186 | -0.00408 |
| 5193 | native-country_South | ageGRP_4_[40,50] | 0.00279 | 0.00279 | -0.00474 | 0.17 |
| 1582 | marital-status_Separated | native-country_England | -0.00279 | 0.00279 | -0.0744 | 0.0114 |
| 3439 | race_Asian-Pac-Islander | hours-per-weekGRP_1_[0,20] | 0.00279 | 0.00279 | 0.0105 | -0.128 |
| 3972 | native-country_China | hours-per-weekGRP_3_[40,50] | -0.00278 | 0.00278 | 0.00291 | 0.172 |
| 2074 | occupation_Exec-managerial | race_Asian-Pac-Islander | 0.00278 | 0.00278 | 0.215 | 0.0105 |
| 2868 | occupation_Transport-moving | native-country_Jamaica | -0.00278 | 0.00278 | -0.0215 | -0.0137 |
| 1499 | marital-status_Never-married | native-country_Haiti | 0.00278 | 0.00278 | -0.318 | -0.0129 |
| 3981 | native-country_Columbia | native-country_Germany | -0.00277 | 0.00277 | -0.0206 | 0.0122 |
| 4683 | native-country_India | native-country_Jamaica | -0.00277 | 0.00277 | 0.0207 | -0.0137 |
| 3640 | sex_Female | native-country_England | 0.00277 | 0.00277 | -0.216 | 0.0114 |
| 3901 | native-country_Canada | native-country_Vietnam | -0.00277 | 0.00277 | 0.0116 | -0.0176 |
| 1755 | occupation_? | native-country_England | -0.00277 | 0.00277 | -0.0786 | 0.0114 |
| 3699 | sex_Male | native-country_England | -0.00277 | 0.00277 | 0.216 | 0.0114 |
| 1316 | marital-status_Married-civ-spouse | native-country_France | -0.00276 | 0.00276 | 0.445 | 0.0121 |
| 1752 | occupation_? | native-country_Dominican-Republic | -0.00276 | 0.00276 | -0.0786 | -0.023 |
| 1434 | marital-status_Married-spouse-absent | native-country_Trinadad&Tobago | -0.00276 | 0.00276 | -0.0425 | -0.00766 |
| 402 | workclass_Federal-gov | education-numGRP_4_[8,10] | -0.00276 | 0.00276 | 0.0594 | -0.176 |
| 511 | workclass_Never-worked | workclass_Self-emp-inc | -0.00276 | 0.00276 | -0.00826 | 0.139 |
| 2281 | occupation_Handlers-cleaners | native-country_Vietnam | -0.00276 | 0.00276 | -0.0873 | -0.0176 |
| 4108 | native-country_Dominican-Republic | native-country_Puerto-Rico | -0.00275 | 0.00275 | -0.023 | -0.0188 |
| 4695 | native-country_India | native-country_South | -0.00275 | 0.00275 | 0.0207 | -0.00474 |
| 608 | workclass_Never-worked | hours-per-weekGRP_5_[60,INF) | -0.00275 | 0.00275 | -0.00826 | 0.0541 |
| 3924 | native-country_China | native-country_El-Salvador | -0.00275 | 0.00275 | 0.00291 | -0.0208 |
| 1715 | marital-status_Widowed | hours-per-weekGRP_2_[20,40] | 0.00275 | 0.00275 | -0.0644 | -0.153 |
| 3522 | race_Other | native-country_Greece | -0.00274 | 0.00274 | -0.0318 | 0.00245 |
| 2993 | relationship_Not-in-family | native-country_Ecuador | -0.00274 | 0.00274 | -0.189 | -0.00672 |
| 1341 | marital-status_Married-civ-spouse | native-country_South | 0.00274 | 0.00274 | 0.445 | -0.00474 |
| 3520 | race_Other | native-country_France | -0.00274 | 0.00274 | -0.0318 | 0.0121 |
| 672 | workclass_Private | native-country_Japan | 0.00274 | 0.00274 | -0.0785 | 0.0149 |
| 259 | workclass_? | native-country_England | -0.00273 | 0.00273 | -0.0782 | 0.0114 |
| 4939 | native-country_Mexico | native-country_Scotland | -0.00273 | 0.00273 | -0.0629 | 0.00041 |
| 5015 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_2_[4,6] | 0.00272 | 0.00272 | -0.0117 | -0.0904 |
| 2091 | occupation_Exec-managerial | native-country_Germany | 0.00272 | 0.00272 | 0.215 | 0.0122 |
| 4710 | native-country_India | education-numGRP_3_[6,8] | 0.00272 | 0.00272 | 0.0207 | -0.0975 |
| 658 | workclass_Private | native-country_France | -0.00272 | 0.00272 | -0.0785 | 0.0121 |
| 5198 | native-country_South | education-numGRP_3_[6,8] | -0.00272 | 0.00272 | -0.00474 | -0.0975 |
| 5102 | native-country_Poland | education-numGRP_5_[10,13] | 0.00272 | 0.00272 | -0.0041 | 0.163 |
| 256 | workclass_? | native-country_Dominican-Republic | -0.00272 | 0.00272 | -0.0782 | -0.023 |
| 2649 | occupation_Protective-serv | native-country_Jamaica | -0.00271 | 0.00271 | 0.0281 | -0.0137 |
| 3874 | native-country_Canada | native-country_Guatemala | -0.00271 | 0.00271 | 0.0116 | -0.0201 |
| 4198 | native-country_El-Salvador | native-country_Italy | -0.00271 | 0.00271 | -0.0208 | 0.0113 |
| 2659 | occupation_Protective-serv | native-country_Puerto-Rico | 0.00271 | 0.00271 | 0.0281 | -0.0188 |
| 2940 | relationship_Husband | native-country_Japan | 0.0027 | 0.0027 | 0.401 | 0.0149 |
| 3764 | native-country_? | native-country_Honduras | -0.0027 | 0.0027 | 0.00304 | -0.00766 |
| 356 | workclass_Federal-gov | native-country_Cuba | -0.0027 | 0.0027 | 0.0594 | 0.00283 |
| 3766 | native-country_? | native-country_Hungary | -0.0027 | 0.0027 | 0.00304 | -0.00047 |
| 4046 | native-country_Cuba | native-country_Jamaica | -0.0027 | 0.0027 | 0.00283 | -0.0137 |
| 2511 | occupation_Priv-house-serv | native-country_Taiwan | -0.00269 | 0.00269 | -0.0371 | 0.014 |
| 5141 | native-country_Puerto-Rico | native-country_Vietnam | -0.00269 | 0.00269 | -0.0188 | -0.0176 |
| 2006 | occupation_Craft-repair | native-country_El-Salvador | 0.00269 | 0.00269 | -0.0126 | -0.0208 |
| 3274 | relationship_Wife | native-country_Hungary | 0.00269 | 0.00269 | 0.123 | -0.00047 |
| 362 | workclass_Federal-gov | native-country_Germany | 0.00269 | 0.00269 | 0.0594 | 0.0122 |
| 3240 | relationship_Unmarried | education-numGRP_3_[6,8] | 0.00268 | 0.00268 | -0.143 | -0.0975 |
| 4058 | native-country_Cuba | native-country_South | -0.00268 | 0.00268 | 0.00283 | -0.00474 |
| 2656 | occupation_Protective-serv | native-country_Philippines | -0.00268 | 0.00268 | 0.0281 | 0.0123 |
| 5264 | native-country_Trinadad&Tobago | education-numGRP_6_[13,16) | -0.00268 | 0.00268 | -0.00766 | 0.269 |
| 3342 | race_Amer-Indian-Eskimo | native-country_Ireland | -0.00267 | 0.00267 | -0.0287 | -0.00206 |
| 3885 | native-country_Canada | native-country_Japan | -0.00267 | 0.00267 | 0.0116 | 0.0149 |
| 2728 | occupation_Sales | native-country_Outlying-US(Guam-USVI-etc) | -0.00267 | 0.00267 | 0.0237 | -0.0117 |
| 3935 | native-country_China | native-country_India | -0.00267 | 0.00267 | 0.00291 | 0.0207 |
| 495 | workclass_Local-gov | ageGRP_3_[30,40] | -0.00266 | 0.00266 | 0.0331 | 0.0568 |
| 544 | workclass_Never-worked | race_Asian-Pac-Islander | -0.00266 | 0.00266 | -0.00826 | 0.0105 |
| 4083 | native-country_Dominican-Republic | native-country_El-Salvador | -0.00265 | 0.00265 | -0.023 | -0.0208 |
| 3158 | relationship_Own-child | native-country_South | 0.00265 | 0.00265 | -0.229 | -0.00474 |
| 1753 | occupation_? | native-country_Ecuador | -0.00265 | 0.00265 | -0.0786 | -0.00672 |
| 2716 | occupation_Sales | native-country_Honduras | 0.00264 | 0.00264 | 0.0237 | -0.00766 |
| 4712 | native-country_India | education-numGRP_5_[10,13] | 0.00264 | 0.00264 | 0.0207 | 0.163 |
| 1835 | occupation_Adm-clerical | native-country_Columbia | 0.00264 | 0.00264 | -0.09 | -0.0206 |
| 520 | workclass_Never-worked | marital-status_Separated | -0.00264 | 0.00264 | -0.00826 | -0.0744 |
| 5055 | native-country_Philippines | native-country_Portugal | -0.00264 | 0.00264 | 0.0123 | -0.0105 |
| 4583 | native-country_Honduras | ageGRP_2_[20,30] | 0.00263 | 0.00263 | -0.00766 | -0.213 |
| 257 | workclass_? | native-country_Ecuador | -0.00263 | 0.00263 | -0.0782 | -0.00672 |
| 1590 | marital-status_Separated | native-country_Hong | 0.00263 | 0.00263 | -0.0744 | 0.00343 |
| 4664 | native-country_Hungary | ageGRP_2_[20,30] | 0.00263 | 0.00263 | -0.00047 | -0.213 |
| 471 | workclass_Local-gov | native-country_Iran | -0.00263 | 0.00263 | 0.0331 | 0.0151 |
| 4444 | native-country_Guatemala | native-country_Puerto-Rico | -0.00263 | 0.00263 | -0.0201 | -0.0188 |
| 4248 | native-country_England | native-country_Jamaica | -0.00263 | 0.00263 | 0.0114 | -0.0137 |
| 4682 | native-country_India | native-country_Italy | -0.00263 | 0.00263 | 0.0207 | 0.0113 |
| 261 | workclass_? | native-country_Germany | 0.00262 | 0.00262 | -0.0782 | 0.0122 |
| 2271 | occupation_Handlers-cleaners | native-country_Philippines | -0.00262 | 0.00262 | -0.0873 | 0.0123 |
| 4554 | native-country_Holand-Netherlands | hours-per-weekGRP_3_[40,50] | -0.00262 | 0.00262 | -0.00312 | 0.172 |
| 2486 | occupation_Priv-house-serv | native-country_Germany | 0.00262 | 0.00262 | -0.0371 | 0.0122 |
| 3892 | native-country_Canada | native-country_Poland | -0.00262 | 0.00262 | 0.0116 | -0.0041 |
| 4260 | native-country_England | native-country_South | -0.00261 | 0.00261 | 0.0114 | -0.00474 |
| 1208 | marital-status_Married-AF-spouse | race_Amer-Indian-Eskimo | -0.00261 | 0.00261 | 0.0121 | -0.0287 |
| 2946 | relationship_Husband | native-country_Philippines | -0.0026 | 0.0026 | 0.401 | 0.0123 |
| 527 | workclass_Never-worked | occupation_Farming-fishing | -0.0026 | 0.0026 | -0.00826 | -0.0519 |
| 521 | workclass_Never-worked | marital-status_Widowed | -0.0026 | 0.0026 | -0.00826 | -0.0644 |
| 76 | CapitalGainPositive | native-country_Poland | 0.0026 | 0.0026 | 0.266 | -0.0041 |
| 4216 | native-country_El-Salvador | native-country_Vietnam | -0.0026 | 0.0026 | -0.0208 | -0.0176 |
| 614 | workclass_Private | marital-status_Married-AF-spouse | -0.0026 | 0.0026 | -0.0785 | 0.0121 |
| 3865 | native-country_Canada | native-country_Columbia | -0.0026 | 0.0026 | 0.0116 | -0.0206 |
| 3921 | native-country_China | native-country_Cuba | -0.0026 | 0.0026 | 0.00291 | 0.00283 |
| 4873 | native-country_Japan | native-country_Puerto-Rico | -0.00259 | 0.00259 | 0.0149 | -0.0188 |
| 3378 | race_Amer-Indian-Eskimo | hours-per-weekGRP_4_[50,60] | -0.00259 | 0.00259 | -0.0287 | 0.131 |
| 3782 | native-country_? | native-country_Scotland | -0.00259 | 0.00259 | 0.00304 | 0.00041 |
| 3279 | relationship_Wife | native-country_Jamaica | -0.00259 | 0.00259 | 0.123 | -0.0137 |
| 4094 | native-country_Dominican-Republic | native-country_India | -0.00258 | 0.00258 | -0.023 | 0.0207 |
| 539 | workclass_Never-worked | relationship_Other-relative | -0.00258 | 0.00258 | -0.00826 | -0.0837 |
| 2863 | occupation_Transport-moving | native-country_Hungary | 0.00258 | 0.00258 | -0.0215 | -0.00047 |
| 4356 | native-country_Germany | native-country_Taiwan | -0.00257 | 0.00257 | 0.0122 | 0.014 |
| 1757 | occupation_? | native-country_Germany | 0.00256 | 0.00256 | -0.0786 | 0.0122 |
| 310 | workclass_Federal-gov | workclass_Never-worked | -0.00256 | 0.00256 | 0.0594 | -0.00826 |
| 4045 | native-country_Cuba | native-country_Italy | -0.00256 | 0.00256 | 0.00283 | 0.0113 |
| 5083 | native-country_Poland | native-country_Puerto-Rico | -0.00255 | 0.00255 | -0.0041 | -0.0188 |
| 5204 | native-country_South | hours-per-weekGRP_3_[40,50] | -0.00255 | 0.00255 | -0.00474 | 0.172 |
| 4189 | native-country_El-Salvador | native-country_Guatemala | -0.00254 | 0.00254 | -0.0208 | -0.0201 |
| 4171 | native-country_Ecuador | ageGRP_4_[40,50] | 0.00254 | 0.00254 | -0.00672 | 0.17 |
| 123 | CapitalLossPositive | occupation_Craft-repair | 0.00254 | 0.00254 | 0.139 | -0.0126 |
| 4754 | native-country_Iran | hours-per-weekGRP_3_[40,50] | 0.00254 | 0.00254 | 0.0151 | 0.172 |
| 52 | CapitalGainPositive | native-country_Ecuador | 0.00253 | 0.00253 | 0.266 | -0.00672 |
| 1437 | marital-status_Married-spouse-absent | native-country_Yugoslavia | -0.00253 | 0.00253 | -0.0425 | 0.00696 |
| 4966 | native-country_Nicaragua | native-country_Philippines | -0.00253 | 0.00253 | -0.0138 | 0.0123 |
| 3925 | native-country_China | native-country_England | -0.00253 | 0.00253 | 0.00291 | 0.0114 |
| 4003 | native-country_Columbia | native-country_Puerto-Rico | -0.00253 | 0.00253 | -0.0206 | -0.0188 |
| 5309 | native-country_Yugoslavia | ageGRP_3_[30,40] | 0.00252 | 0.00252 | 0.00696 | 0.0568 |
| 4700 | native-country_India | native-country_Vietnam | -0.00252 | 0.00252 | 0.0207 | -0.0176 |
| 4029 | native-country_Cuba | native-country_Dominican-Republic | -0.00251 | 0.00251 | 0.00283 | -0.023 |
| 3220 | relationship_Unmarried | native-country_Philippines | -0.00251 | 0.00251 | -0.143 | 0.0123 |
| 4677 | native-country_Hungary | hours-per-weekGRP_3_[40,50] | 0.00251 | 0.00251 | -0.00047 | 0.172 |
| 535 | workclass_Never-worked | occupation_Tech-support | -0.00251 | 0.00251 | -0.00826 | 0.0257 |
| 4247 | native-country_England | native-country_Italy | -0.0025 | 0.0025 | 0.0114 | 0.0113 |
| 1021 | workclass_Without-pay | relationship_Unmarried | 0.0025 | 0.0025 | -0.0117 | -0.143 |
| 4200 | native-country_El-Salvador | native-country_Japan | -0.0025 | 0.0025 | -0.0208 | 0.0149 |
| 482 | workclass_Local-gov | native-country_Poland | -0.0025 | 0.0025 | 0.0331 | -0.0041 |
| 272 | workclass_? | native-country_Italy | 0.00249 | 0.00249 | -0.0782 | 0.0113 |
| 4756 | native-country_Iran | hours-per-weekGRP_5_[60,INF) | 0.00249 | 0.00249 | 0.0151 | 0.0541 |
| 1656 | marital-status_Widowed | race_Other | -0.00249 | 0.00249 | -0.0644 | -0.0318 |
| 3531 | race_Other | native-country_Ireland | -0.00249 | 0.00249 | -0.0318 | -0.00206 |
| 395 | workclass_Federal-gov | ageGRP_3_[30,40] | 0.00249 | 0.00249 | 0.0594 | 0.0568 |
| 30 | CapitalGainPositive | occupation_Tech-support | 0.00248 | 0.00248 | 0.266 | 0.0257 |
| 4841 | native-country_Jamaica | native-country_South | -0.00248 | 0.00248 | -0.0137 | -0.00474 |
| 2987 | relationship_Not-in-family | native-country_Cambodia | -0.00247 | 0.00247 | -0.189 | 0.00721 |
| 2495 | occupation_Priv-house-serv | native-country_Iran | -0.00247 | 0.00247 | -0.0371 | 0.0151 |
| 2942 | relationship_Husband | native-country_Mexico | 0.00246 | 0.00246 | 0.401 | -0.0629 |
| 4430 | native-country_Guatemala | native-country_India | -0.00246 | 0.00246 | -0.0201 | 0.0207 |
| 3433 | race_Asian-Pac-Islander | education-numGRP_1_[1,4] | -0.00246 | 0.00246 | 0.0105 | -0.0835 |
| 4063 | native-country_Cuba | native-country_Vietnam | -0.00246 | 0.00246 | 0.00283 | -0.0176 |
| 4207 | native-country_El-Salvador | native-country_Poland | -0.00246 | 0.00246 | -0.0208 | -0.0041 |
| 2947 | relationship_Husband | native-country_Poland | 0.00246 | 0.00246 | 0.401 | -0.0041 |
| 765 | workclass_Self-emp-inc | native-country_Iran | 0.00245 | 0.00245 | 0.139 | 0.0151 |
| 4850 | native-country_Jamaica | ageGRP_3_[30,40] | 0.00244 | 0.00244 | -0.0137 | 0.0568 |
| 1211 | marital-status_Married-AF-spouse | race_Other | -0.00244 | 0.00244 | 0.0121 | -0.0318 |
| 3091 | relationship_Other-relative | native-country_Taiwan | -0.00244 | 0.00244 | -0.0837 | 0.014 |
| 4084 | native-country_Dominican-Republic | native-country_England | -0.00244 | 0.00244 | -0.023 | 0.0114 |
| 783 | workclass_Self-emp-inc | native-country_Trinadad&Tobago | 0.00244 | 0.00244 | 0.139 | -0.00766 |
| 1768 | occupation_? | native-country_Italy | 0.00244 | 0.00244 | -0.0786 | 0.0113 |
| 2712 | occupation_Sales | native-country_Greece | 0.00244 | 0.00244 | 0.0237 | 0.00245 |
| 3978 | native-country_Columbia | native-country_El-Salvador | -0.00243 | 0.00243 | -0.0206 | -0.0208 |
| 1849 | occupation_Adm-clerical | native-country_Hungary | -0.00243 | 0.00243 | -0.09 | -0.00047 |
| 2203 | occupation_Farming-fishing | ageGRP_1_[0,20] | -0.00243 | 0.00243 | -0.0519 | -0.159 |
| 3616 | race_White | ageGRP_4_[40,50] | -0.00242 | 0.00242 | 0.0852 | 0.17 |
| 5147 | native-country_Puerto-Rico | ageGRP_5_[50,60] | 0.00242 | 0.00242 | -0.0188 | 0.119 |
| 4684 | native-country_India | native-country_Japan | -0.00242 | 0.00242 | 0.0207 | 0.0149 |
| 3897 | native-country_Canada | native-country_Taiwan | -0.00242 | 0.00242 | 0.0116 | 0.014 |
| 3002 | relationship_Not-in-family | native-country_Honduras | 0.00241 | 0.00241 | -0.189 | -0.00766 |
| 5025 | native-country_Peru | native-country_Philippines | -0.00241 | 0.00241 | -0.0127 | 0.0123 |
| 1668 | marital-status_Widowed | native-country_El-Salvador | 0.00241 | 0.00241 | -0.0644 | -0.0208 |
| 680 | workclass_Private | native-country_Portugal | 0.0024 | 0.0024 | -0.0785 | -0.0105 |
| 3939 | native-country_China | native-country_Jamaica | -0.0024 | 0.0024 | 0.00291 | -0.0137 |
| 4036 | native-country_Cuba | native-country_Guatemala | -0.0024 | 0.0024 | 0.00283 | -0.0201 |
| 4334 | native-country_Germany | native-country_Haiti | -0.00239 | 0.00239 | 0.0122 | -0.0129 |
| 4023 | native-country_Columbia | education-numGRP_6_[13,16) | -0.00239 | 0.00239 | -0.0206 | 0.269 |
| 3911 | native-country_Canada | education-numGRP_3_[6,8] | 0.00239 | 0.00239 | 0.0116 | -0.0975 |
| 4265 | native-country_England | native-country_Vietnam | -0.00239 | 0.00239 | 0.0114 | -0.0176 |
| 1432 | marital-status_Married-spouse-absent | native-country_Taiwan | 0.00238 | 0.00238 | -0.0425 | 0.014 |
| 1847 | occupation_Adm-clerical | native-country_Honduras | 0.00238 | 0.00238 | -0.09 | -0.00766 |
| 3138 | relationship_Own-child | native-country_Holand-Netherlands | -0.00238 | 0.00238 | -0.229 | -0.00312 |
| 3951 | native-country_China | native-country_South | -0.00238 | 0.00238 | 0.00291 | -0.00474 |
| 4691 | native-country_India | native-country_Poland | -0.00238 | 0.00238 | 0.0207 | -0.0041 |
| 1424 | marital-status_Married-spouse-absent | native-country_Outlying-US(Guam-USVI-etc) | -0.00237 | 0.00237 | -0.0425 | -0.0117 |
| 1898 | occupation_Armed-Forces | occupation_Protective-serv | -0.00237 | 0.00237 | -0.00504 | 0.0281 |
| 4794 | native-country_Italy | native-country_Jamaica | -0.00237 | 0.00237 | 0.0113 | -0.0137 |
| 5244 | native-country_Thailand | education-numGRP_6_[13,16) | 0.00237 | 0.00237 | -0.00408 | 0.269 |
| 3322 | race_Amer-Indian-Eskimo | native-country_Cambodia | -0.00237 | 0.00237 | -0.0287 | 0.00721 |
| 3359 | race_Amer-Indian-Eskimo | native-country_Trinadad&Tobago | -0.00237 | 0.00237 | -0.0287 | -0.00766 |
| 70 | CapitalGainPositive | native-country_Laos | -0.00236 | 0.00236 | 0.266 | -0.00713 |
| 1941 | occupation_Armed-Forces | native-country_Mexico | -0.00236 | 0.00236 | -0.00504 | -0.0629 |
| 3285 | relationship_Wife | native-country_Peru | 0.00236 | 0.00236 | 0.123 | -0.0127 |
| 4926 | native-country_Laos | education-numGRP_6_[13,16) | -0.00236 | 0.00236 | -0.00713 | 0.269 |
| 3989 | native-country_Columbia | native-country_India | -0.00236 | 0.00236 | -0.0206 | 0.0207 |
| 4047 | native-country_Cuba | native-country_Japan | -0.00236 | 0.00236 | 0.00283 | 0.0149 |
| 4340 | native-country_Germany | native-country_Iran | -0.00236 | 0.00236 | 0.0122 | 0.0151 |
| 5137 | native-country_Puerto-Rico | native-country_Taiwan | -0.00235 | 0.00235 | -0.0188 | 0.014 |
| 4806 | native-country_Italy | native-country_South | -0.00235 | 0.00235 | 0.0113 | -0.00474 |
| 5148 | native-country_Puerto-Rico | ageGRP_6_[60,INF) | -0.00235 | 0.00235 | -0.0188 | -0.00294 |
| 4303 | native-country_France | native-country_Philippines | -0.00234 | 0.00234 | 0.0121 | 0.0123 |
| 4238 | native-country_England | native-country_Guatemala | -0.00234 | 0.00234 | 0.0114 | -0.0201 |
| 4396 | native-country_Greece | native-country_Philippines | -0.00234 | 0.00234 | 0.00245 | 0.0123 |
| 1575 | marital-status_Separated | native-country_Canada | -0.00234 | 0.00234 | -0.0744 | 0.0116 |
| 759 | workclass_Self-emp-inc | native-country_Haiti | -0.00233 | 0.00233 | 0.139 | -0.0129 |
| 812 | workclass_Self-emp-not-inc | marital-status_Widowed | -0.00233 | 0.00233 | 0.03 | -0.0644 |
| 4098 | native-country_Dominican-Republic | native-country_Jamaica | -0.00232 | 0.00232 | -0.023 | -0.0137 |
| 1786 | occupation_? | native-country_Vietnam | -0.00232 | 0.00232 | -0.0786 | -0.0176 |
| 4054 | native-country_Cuba | native-country_Poland | -0.00232 | 0.00232 | 0.00283 | -0.0041 |
| 868 | workclass_Self-emp-not-inc | native-country_Nicaragua | -0.00232 | 0.00232 | 0.03 | -0.0138 |
| 3568 | race_Other | hours-per-weekGRP_5_[60,INF) | -0.00231 | 0.00231 | -0.0318 | 0.0541 |
| 2533 | occupation_Priv-house-serv | hours-per-weekGRP_5_[60,INF) | 0.00231 | 0.00231 | -0.0371 | 0.0541 |
| 5302 | native-country_Vietnam | hours-per-weekGRP_1_[0,20] | 0.00231 | 0.00231 | -0.0176 | -0.128 |
| 3346 | race_Amer-Indian-Eskimo | native-country_Laos | -0.00231 | 0.00231 | -0.0287 | -0.00713 |
| 3358 | race_Amer-Indian-Eskimo | native-country_Thailand | -0.00231 | 0.00231 | -0.0287 | -0.00408 |
| 3367 | race_Amer-Indian-Eskimo | ageGRP_5_[50,60] | -0.0023 | 0.0023 | -0.0287 | 0.119 |
| 4249 | native-country_England | native-country_Japan | -0.0023 | 0.0023 | 0.0114 | 0.0149 |
| 4110 | native-country_Dominican-Republic | native-country_South | -0.0023 | 0.0023 | -0.023 | -0.00474 |
| 5171 | native-country_Scotland | ageGRP_5_[50,60] | 0.0023 | 0.0023 | 0.00041 | 0.119 |
| 4513 | native-country_Haiti | hours-per-weekGRP_5_[60,INF) | 0.0023 | 0.0023 | -0.0129 | 0.0541 |
| 3975 | native-country_Columbia | native-country_Cuba | -0.0023 | 0.0023 | -0.0206 | 0.00283 |
| 290 | workclass_? | native-country_Vietnam | -0.00229 | 0.00229 | -0.0782 | -0.0176 |
| 3586 | race_White | native-country_Holand-Netherlands | 0.00229 | 0.00229 | 0.0852 | -0.00312 |
| 4418 | native-country_Greece | education-numGRP_5_[10,13] | -0.00229 | 0.00229 | 0.00245 | 0.163 |
| 842 | workclass_Self-emp-not-inc | native-country_Cambodia | -0.00229 | 0.00229 | 0.03 | 0.00721 |
| 4156 | native-country_Ecuador | native-country_Philippines | -0.00229 | 0.00229 | -0.00672 | 0.0123 |
| 879 | workclass_Self-emp-not-inc | native-country_Trinadad&Tobago | -0.00229 | 0.00229 | 0.03 | -0.00766 |
| 2507 | occupation_Priv-house-serv | native-country_Portugal | -0.00229 | 0.00229 | -0.0371 | -0.0105 |
| 3938 | native-country_China | native-country_Italy | -0.00228 | 0.00228 | 0.00291 | 0.0113 |
| 2585 | occupation_Prof-specialty | native-country_Scotland | 0.00228 | 0.00228 | 0.186 | 0.00041 |
| 1414 | marital-status_Married-spouse-absent | native-country_Hungary | -0.00228 | 0.00228 | -0.0425 | -0.00047 |
| 3527 | race_Other | native-country_Hong | -0.00227 | 0.00227 | -0.0318 | 0.00343 |
| 5155 | native-country_Puerto-Rico | hours-per-weekGRP_1_[0,20] | -0.00227 | 0.00227 | -0.0188 | -0.128 |
| 4846 | native-country_Jamaica | native-country_Vietnam | -0.00227 | 0.00227 | -0.0137 | -0.0176 |
| 5268 | native-country_Trinadad&Tobago | hours-per-weekGRP_4_[50,60] | -0.00227 | 0.00227 | -0.00766 | 0.131 |
| 2764 | occupation_Tech-support | relationship_Unmarried | 0.00227 | 0.00227 | 0.0257 | -0.143 |
| 4623 | native-country_Hong | ageGRP_1_[0,20] | -0.00227 | 0.00227 | 0.00343 | -0.159 |
| 2933 | relationship_Husband | native-country_Hong | 0.00226 | 0.00226 | 0.401 | 0.00343 |
| 3711 | sex_Male | native-country_Ireland | 0.00226 | 0.00226 | 0.216 | -0.00206 |
| 4985 | native-country_Nicaragua | education-numGRP_2_[4,6] | 0.00226 | 0.00226 | -0.0138 | -0.0904 |
| 4212 | native-country_El-Salvador | native-country_Taiwan | -0.00226 | 0.00226 | -0.0208 | 0.014 |
| 4256 | native-country_England | native-country_Poland | -0.00226 | 0.00226 | 0.0114 | -0.0041 |
| 3652 | sex_Female | native-country_Ireland | -0.00226 | 0.00226 | -0.216 | -0.00206 |
| 3284 | relationship_Wife | native-country_Outlying-US(Guam-USVI-etc) | 0.00225 | 0.00225 | 0.123 | -0.0117 |
| 3875 | native-country_Canada | native-country_Haiti | -0.00225 | 0.00225 | 0.0116 | -0.0129 |
| 1915 | occupation_Armed-Forces | native-country_? | -0.00225 | 0.00225 | -0.00504 | 0.00304 |
| 5188 | native-country_South | native-country_Vietnam | -0.00225 | 0.00225 | -0.00474 | -0.0176 |
| 3848 | native-country_Cambodia | ageGRP_2_[20,30] | -0.00224 | 0.00224 | 0.00721 | -0.213 |
| 2997 | relationship_Not-in-family | native-country_Germany | 0.00224 | 0.00224 | -0.189 | 0.0122 |
| 5018 | native-country_Outlying-US(Guam-USVI-etc) | education-numGRP_5_[10,13] | 0.00224 | 0.00224 | -0.0117 | 0.163 |
| 284 | workclass_? | native-country_Scotland | 0.00224 | 0.00224 | -0.0782 | 0.00041 |
| 39 | CapitalGainPositive | race_Asian-Pac-Islander | -0.00224 | 0.00224 | 0.266 | 0.0105 |
| 3979 | native-country_Columbia | native-country_England | -0.00224 | 0.00224 | -0.0206 | 0.0114 |
| 3922 | native-country_China | native-country_Dominican-Republic | -0.00223 | 0.00223 | 0.00291 | -0.023 |
| 2552 | occupation_Prof-specialty | native-country_Cambodia | 0.00223 | 0.00223 | 0.186 | 0.00721 |
| 4434 | native-country_Guatemala | native-country_Jamaica | -0.00222 | 0.00222 | -0.0201 | -0.0137 |
| 1069 | workclass_Without-pay | native-country_United-States | 0.00222 | 0.00222 | -0.0117 | 0.0345 |
| 1780 | occupation_? | native-country_Scotland | 0.00222 | 0.00222 | -0.0786 | 0.00041 |
| 3881 | native-country_Canada | native-country_Iran | -0.00222 | 0.00222 | 0.0116 | 0.0151 |
| 3533 | race_Other | native-country_Jamaica | 0.00221 | 0.00221 | -0.0318 | -0.0137 |
| 3511 | race_Other | native-country_Cambodia | -0.00221 | 0.00221 | -0.0318 | 0.00721 |
| 682 | workclass_Private | native-country_Scotland | 0.00221 | 0.00221 | -0.0785 | 0.00041 |
| 2874 | occupation_Transport-moving | native-country_Peru | 0.00221 | 0.00221 | -0.0215 | -0.0127 |
| 968 | workclass_State-gov | native-country_Portugal | -0.00221 | 0.00221 | 0.0148 | -0.0105 |
| 4827 | native-country_Italy | hours-per-weekGRP_3_[40,50] | -0.00221 | 0.00221 | 0.0113 | 0.172 |
| 1138 | marital-status_Divorced | native-country_Holand-Netherlands | -0.0022 | 0.0022 | -0.127 | -0.00312 |
| 4696 | native-country_India | native-country_Taiwan | -0.0022 | 0.0022 | 0.0207 | 0.014 |
| 4446 | native-country_Guatemala | native-country_South | -0.0022 | 0.0022 | -0.0201 | -0.00474 |
| 4097 | native-country_Dominican-Republic | native-country_Italy | -0.0022 | 0.0022 | -0.023 | 0.0113 |
| 1161 | marital-status_Divorced | native-country_Trinadad&Tobago | -0.0022 | 0.0022 | -0.127 | -0.00766 |
| 4420 | native-country_Greece | hours-per-weekGRP_1_[0,20] | -0.00219 | 0.00219 | 0.00245 | -0.128 |
| 4352 | native-country_Germany | native-country_Portugal | -0.00219 | 0.00219 | 0.0122 | -0.0105 |
| 4924 | native-country_Laos | education-numGRP_4_[8,10] | -0.00219 | 0.00219 | -0.00713 | -0.176 |
| 5299 | native-country_Vietnam | education-numGRP_4_[8,10] | -0.00219 | 0.00219 | -0.0176 | -0.176 |
| 1430 | marital-status_Married-spouse-absent | native-country_Scotland | -0.00219 | 0.00219 | -0.0425 | 0.00041 |
| 5242 | native-country_Thailand | education-numGRP_4_[8,10] | -0.00219 | 0.00219 | -0.00408 | -0.176 |
| 4327 | native-country_France | hours-per-weekGRP_1_[0,20] | -0.00219 | 0.00219 | 0.0121 | -0.128 |
| 1566 | marital-status_Separated | race_Amer-Indian-Eskimo | 0.00219 | 0.00219 | -0.0744 | -0.0287 |
| 1573 | marital-status_Separated | native-country_? | 0.00219 | 0.00219 | -0.0744 | 0.00304 |
| 4830 | native-country_Jamaica | native-country_Japan | -0.00218 | 0.00218 | -0.0137 | 0.0149 |
| 3956 | native-country_China | native-country_Vietnam | -0.00218 | 0.00218 | 0.00291 | -0.0176 |
| 55 | CapitalGainPositive | native-country_France | 0.00218 | 0.00218 | 0.266 | 0.0121 |
| 4282 | native-country_England | hours-per-weekGRP_4_[50,60] | 0.00218 | 0.00218 | 0.0114 | 0.131 |
| 5190 | native-country_South | ageGRP_1_[0,20] | -0.00218 | 0.00218 | -0.00474 | -0.159 |
| 5393 | ageGRP_5_[50,60] | hours-per-weekGRP_5_[60,INF) | 0.00218 | 0.00218 | 0.119 | 0.0541 |
| 4488 | native-country_Haiti | native-country_Puerto-Rico | -0.00218 | 0.00218 | -0.0129 | -0.0188 |
| 3362 | race_Amer-Indian-Eskimo | native-country_Yugoslavia | -0.00218 | 0.00218 | -0.0287 | 0.00696 |
| 4639 | native-country_Hong | hours-per-weekGRP_5_[60,INF) | 0.00217 | 0.00217 | 0.00343 | 0.0541 |
| 4875 | native-country_Japan | native-country_South | -0.00217 | 0.00217 | 0.0149 | -0.00474 |
| 4731 | native-country_Iran | native-country_Puerto-Rico | -0.00216 | 0.00216 | 0.0151 | -0.0188 |
| 5298 | native-country_Vietnam | education-numGRP_3_[6,8] | 0.00216 | 0.00216 | -0.0176 | -0.0975 |
| 67 | CapitalGainPositive | native-country_Italy | 0.00216 | 0.00216 | 0.266 | 0.0113 |
| 3535 | race_Other | native-country_Laos | -0.00215 | 0.00215 | -0.0318 | -0.00713 |
| 2873 | occupation_Transport-moving | native-country_Outlying-US(Guam-USVI-etc) | 0.00215 | 0.00215 | -0.0215 | -0.0117 |
| 4072 | native-country_Cuba | education-numGRP_2_[4,6] | 0.00215 | 0.00215 | 0.00283 | -0.0904 |
| 5235 | native-country_Thailand | ageGRP_3_[30,40] | -0.00215 | 0.00215 | -0.00408 | 0.0568 |
| 3547 | race_Other | native-country_Thailand | -0.00215 | 0.00215 | -0.0318 | -0.00408 |
| 1016 | workclass_Without-pay | occupation_Transport-moving | 0.00215 | 0.00215 | -0.0117 | -0.0215 |
| 4837 | native-country_Jamaica | native-country_Poland | -0.00215 | 0.00215 | -0.0137 | -0.0041 |
| 4811 | native-country_Italy | native-country_Vietnam | -0.00215 | 0.00215 | 0.0113 | -0.0176 |
| 4059 | native-country_Cuba | native-country_Taiwan | -0.00214 | 0.00214 | 0.00283 | 0.014 |
| 319 | workclass_Federal-gov | marital-status_Married-spouse-absent | -0.00214 | 0.00214 | 0.0594 | -0.0425 |
| 3993 | native-country_Columbia | native-country_Jamaica | -0.00213 | 0.00213 | -0.0206 | -0.0137 |
| 5194 | native-country_South | ageGRP_5_[50,60] | -0.00213 | 0.00213 | -0.00474 | 0.119 |
| 5085 | native-country_Poland | native-country_South | -0.00213 | 0.00213 | -0.0041 | -0.00474 |
| 3929 | native-country_China | native-country_Guatemala | -0.00213 | 0.00213 | 0.00291 | -0.0201 |
| 5319 | native-country_Yugoslavia | hours-per-weekGRP_1_[0,20] | -0.00213 | 0.00213 | 0.00696 | -0.128 |
| 1199 | marital-status_Married-AF-spouse | occupation_Sales | -0.00212 | 0.00212 | 0.0121 | 0.0237 |
| 2809 | occupation_Tech-support | native-country_Taiwan | -0.00212 | 0.00212 | 0.0257 | 0.014 |
| 4765 | native-country_Ireland | native-country_Philippines | -0.00212 | 0.00212 | -0.00206 | 0.0123 |
| 1086 | workclass_Without-pay | hours-per-weekGRP_3_[40,50] | -0.00212 | 0.00212 | -0.0117 | 0.172 |
| 2566 | occupation_Prof-specialty | native-country_Holand-Netherlands | -0.00212 | 0.00212 | 0.186 | -0.00312 |
| 4115 | native-country_Dominican-Republic | native-country_Vietnam | -0.00211 | 0.00211 | -0.023 | -0.0176 |
| 4544 | native-country_Holand-Netherlands | ageGRP_5_[50,60] | -0.00211 | 0.00211 | -0.00312 | 0.119 |
| 4005 | native-country_Columbia | native-country_South | -0.00211 | 0.00211 | -0.0206 | -0.00474 |
| 177 | CapitalLossPositive | native-country_Peru | -0.00211 | 0.00211 | 0.139 | -0.0127 |
| 5295 | native-country_Vietnam | ageGRP_6_[60,INF) | -0.0021 | 0.0021 | -0.0176 | -0.00294 |
| 4347 | native-country_Germany | native-country_Nicaragua | -0.0021 | 0.0021 | 0.0122 | -0.0138 |
| 4190 | native-country_El-Salvador | native-country_Haiti | -0.0021 | 0.0021 | -0.0208 | -0.0129 |
| 2013 | occupation_Craft-repair | native-country_Holand-Netherlands | -0.0021 | 0.0021 | -0.0126 | -0.00312 |
| 4433 | native-country_Guatemala | native-country_Italy | -0.0021 | 0.0021 | -0.0201 | 0.0113 |
| 3940 | native-country_China | native-country_Japan | -0.0021 | 0.0021 | 0.00291 | 0.0149 |
| 2504 | occupation_Priv-house-serv | native-country_Peru | -0.00209 | 0.00209 | -0.0371 | -0.0127 |
| 2095 | occupation_Exec-managerial | native-country_Holand-Netherlands | -0.00209 | 0.00209 | 0.215 | -0.00312 |
| 4261 | native-country_England | native-country_Taiwan | -0.00209 | 0.00209 | 0.0114 | 0.014 |
| 686 | workclass_Private | native-country_Trinadad&Tobago | 0.00209 | 0.00209 | -0.0785 | -0.00766 |
| 533 | workclass_Never-worked | occupation_Protective-serv | -0.00209 | 0.00209 | -0.00826 | 0.0281 |
| 576 | workclass_Never-worked | native-country_Mexico | -0.00208 | 0.00208 | -0.00826 | -0.0629 |
| 4196 | native-country_El-Salvador | native-country_Iran | -0.00208 | 0.00208 | -0.0208 | 0.0151 |
| 1523 | marital-status_Never-married | native-country_Trinadad&Tobago | 0.00208 | 0.00208 | -0.318 | -0.00766 |
| 1245 | marital-status_Married-AF-spouse | native-country_Philippines | -0.00208 | 0.00208 | 0.0121 | 0.0123 |
| 1486 | marital-status_Never-married | native-country_Cambodia | 0.00208 | 0.00208 | -0.318 | 0.00721 |
| 1204 | marital-status_Married-AF-spouse | relationship_Other-relative | 0.00208 | 0.00208 | 0.0121 | -0.0837 |
| 421 | workclass_Local-gov | marital-status_Separated | -0.00207 | 0.00207 | 0.0331 | -0.0744 |
| 3366 | race_Amer-Indian-Eskimo | ageGRP_4_[40,50] | -0.00207 | 0.00207 | -0.0287 | 0.17 |
| 1972 | occupation_Armed-Forces | hours-per-weekGRP_4_[50,60] | 0.00207 | 0.00207 | -0.00504 | 0.131 |
| 4795 | native-country_Italy | native-country_Japan | -0.00207 | 0.00207 | 0.0113 | 0.0149 |
| 3947 | native-country_China | native-country_Poland | -0.00206 | 0.00206 | 0.00291 | -0.0041 |
| 4088 | native-country_Dominican-Republic | native-country_Guatemala | -0.00206 | 0.00206 | -0.023 | -0.0201 |
| 1970 | occupation_Armed-Forces | hours-per-weekGRP_2_[20,40] | -0.00206 | 0.00206 | -0.00504 | -0.153 |
| 2274 | occupation_Handlers-cleaners | native-country_Puerto-Rico | -0.00206 | 0.00206 | -0.0873 | -0.0188 |
| 3893 | native-country_Canada | native-country_Portugal | -0.00206 | 0.00206 | 0.0116 | -0.0105 |
| 1776 | occupation_? | native-country_Philippines | -0.00206 | 0.00206 | -0.0786 | 0.0123 |
| 1010 | workclass_Without-pay | occupation_Other-service | -0.00205 | 0.00205 | -0.0117 | -0.156 |
| 4416 | native-country_Greece | education-numGRP_3_[6,8] | -0.00205 | 0.00205 | 0.00245 | -0.0975 |
| 3920 | native-country_China | native-country_Columbia | -0.00205 | 0.00205 | 0.00291 | -0.0206 |
| 3349 | race_Amer-Indian-Eskimo | native-country_Outlying-US(Guam-USVI-etc) | -0.00204 | 0.00204 | -0.0287 | -0.0117 |
| 1023 | workclass_Without-pay | race_Amer-Indian-Eskimo | -0.00204 | 0.00204 | -0.0117 | -0.0287 |
| 844 | workclass_Self-emp-not-inc | native-country_China | -0.00204 | 0.00204 | 0.03 | 0.00291 |
| 1905 | occupation_Armed-Forces | relationship_Own-child | -0.00204 | 0.00204 | -0.00504 | -0.229 |
| 2671 | occupation_Protective-serv | ageGRP_4_[40,50] | 0.00204 | 0.00204 | 0.0281 | 0.17 |
| 4474 | native-country_Haiti | native-country_India | -0.00204 | 0.00204 | -0.0129 | 0.0207 |
| 4802 | native-country_Italy | native-country_Poland | -0.00204 | 0.00204 | 0.0113 | -0.0041 |
| 4858 | native-country_Jamaica | education-numGRP_5_[10,13] | -0.00204 | 0.00204 | -0.0137 | 0.163 |
| 4099 | native-country_Dominican-Republic | native-country_Japan | -0.00203 | 0.00203 | -0.023 | 0.0149 |
| 1662 | marital-status_Widowed | native-country_Canada | -0.00203 | 0.00203 | -0.0644 | 0.0116 |
| 3551 | race_Other | native-country_Yugoslavia | -0.00203 | 0.00203 | -0.0318 | 0.00696 |
| 5275 | native-country_United-States | ageGRP_4_[40,50] | 0.00202 | 0.00202 | 0.0345 | 0.17 |
| 4680 | native-country_India | native-country_Iran | -0.00202 | 0.00202 | 0.0207 | 0.0151 |
| 3992 | native-country_Columbia | native-country_Italy | -0.00202 | 0.00202 | -0.0206 | 0.0113 |
| 4451 | native-country_Guatemala | native-country_Vietnam | -0.00202 | 0.00202 | -0.0201 | -0.0176 |
| 2487 | occupation_Priv-house-serv | native-country_Greece | -0.00202 | 0.00202 | -0.0371 | 0.00245 |
| 1846 | occupation_Adm-clerical | native-country_Holand-Netherlands | -0.00201 | 0.00201 | -0.09 | -0.00312 |
| 5180 | native-country_Scotland | hours-per-weekGRP_2_[20,40] | 0.00201 | 0.00201 | 0.00041 | -0.153 |
| 4786 | native-country_Ireland | education-numGRP_4_[8,10] | 0.00201 | 0.00201 | -0.00206 | -0.176 |
| 4349 | native-country_Germany | native-country_Peru | -0.00201 | 0.00201 | 0.0122 | -0.0127 |
| 1192 | marital-status_Married-AF-spouse | occupation_Farming-fishing | 0.002 | 0.002 | 0.0121 | -0.0519 |
| 5109 | native-country_Portugal | native-country_Puerto-Rico | -0.002 | 0.002 | -0.0105 | -0.0188 |
| 3211 | relationship_Unmarried | native-country_Ireland | -0.00199 | 0.00199 | -0.143 | -0.00206 |
| 4106 | native-country_Dominican-Republic | native-country_Poland | -0.00199 | 0.00199 | -0.023 | -0.0041 |
| 280 | workclass_? | native-country_Philippines | -0.00199 | 0.00199 | -0.0782 | 0.0123 |
| 4629 | native-country_Hong | education-numGRP_1_[1,4] | 0.00199 | 0.00199 | 0.00343 | -0.0835 |
| 4037 | native-country_Cuba | native-country_Haiti | -0.00199 | 0.00199 | 0.00283 | -0.0129 |
| 3976 | native-country_Columbia | native-country_Dominican-Republic | -0.00198 | 0.00198 | -0.0206 | -0.023 |
| 550 | workclass_Never-worked | native-country_? | -0.00198 | 0.00198 | -0.00826 | 0.00304 |
| 4842 | native-country_Jamaica | native-country_Taiwan | -0.00198 | 0.00198 | -0.0137 | 0.014 |
| 5095 | native-country_Poland | ageGRP_4_[40,50] | 0.00198 | 0.00198 | -0.0041 | 0.17 |
| 347 | workclass_Federal-gov | race_Other | -0.00198 | 0.00198 | 0.0594 | -0.0318 |
| 4880 | native-country_Japan | native-country_Vietnam | -0.00198 | 0.00198 | 0.0149 | -0.0176 |
| 5184 | native-country_South | native-country_Taiwan | -0.00197 | 0.00197 | -0.00474 | 0.014 |
| 5253 | native-country_Trinadad&Tobago | ageGRP_1_[0,20] | -0.00197 | 0.00197 | -0.00766 | -0.159 |
| 3915 | native-country_Canada | hours-per-weekGRP_1_[0,20] | 0.00197 | 0.00197 | 0.0116 | -0.128 |
| 3847 | native-country_Cambodia | ageGRP_1_[0,20] | -0.00197 | 0.00197 | 0.00721 | -0.159 |
| 2715 | occupation_Sales | native-country_Holand-Netherlands | -0.00197 | 0.00197 | 0.0237 | -0.00312 |
| 3888 | native-country_Canada | native-country_Nicaragua | -0.00197 | 0.00197 | 0.0116 | -0.0138 |
| 4043 | native-country_Cuba | native-country_Iran | -0.00197 | 0.00197 | 0.00283 | 0.0151 |
| 2746 | occupation_Sales | ageGRP_5_[50,60] | -0.00197 | 0.00197 | 0.0237 | 0.119 |
| 4411 | native-country_Greece | ageGRP_4_[40,50] | 0.00196 | 0.00196 | 0.00245 | 0.17 |
| 3137 | relationship_Own-child | native-country_Haiti | -0.00196 | 0.00196 | -0.229 | -0.0129 |
| 4714 | native-country_India | hours-per-weekGRP_1_[0,20] | 0.00196 | 0.00196 | 0.0207 | -0.128 |
| 3337 | race_Amer-Indian-Eskimo | native-country_Honduras | -0.00196 | 0.00196 | -0.0287 | -0.00766 |
| 3339 | race_Amer-Indian-Eskimo | native-country_Hungary | -0.00196 | 0.00196 | -0.0287 | -0.00047 |
| 5248 | native-country_Thailand | hours-per-weekGRP_4_[50,60] | -0.00195 | 0.00195 | -0.00408 | 0.131 |
| 1865 | occupation_Adm-clerical | native-country_Scotland | -0.00195 | 0.00195 | -0.09 | 0.00041 |
| 2469 | occupation_Priv-house-serv | race_Asian-Pac-Islander | -0.00195 | 0.00195 | -0.0371 | 0.0105 |
| 5090 | native-country_Poland | native-country_Vietnam | -0.00195 | 0.00195 | -0.0041 | -0.0176 |
| 4284 | native-country_France | native-country_Germany | -0.00194 | 0.00194 | 0.0121 | 0.0122 |
| 4435 | native-country_Guatemala | native-country_Japan | -0.00194 | 0.00194 | -0.0201 | 0.0149 |
| 4332 | native-country_Germany | native-country_Greece | -0.00194 | 0.00194 | 0.0122 | 0.00245 |
| 4239 | native-country_England | native-country_Haiti | -0.00194 | 0.00194 | 0.0114 | -0.0129 |
| 4611 | native-country_Hong | native-country_Philippines | -0.00194 | 0.00194 | 0.00343 | 0.0123 |
| 4010 | native-country_Columbia | native-country_Vietnam | -0.00193 | 0.00193 | -0.0206 | -0.0176 |
| 4022 | native-country_Columbia | education-numGRP_5_[10,13] | -0.00193 | 0.00193 | -0.0206 | 0.163 |
| 4208 | native-country_El-Salvador | native-country_Portugal | -0.00193 | 0.00193 | -0.0208 | -0.0105 |
| 5310 | native-country_Yugoslavia | ageGRP_4_[40,50] | 0.00192 | 0.00192 | 0.00696 | 0.17 |
| 3399 | race_Asian-Pac-Islander | native-country_Haiti | -0.00192 | 0.00192 | 0.0105 | -0.0129 |
| 906 | workclass_State-gov | marital-status_Separated | 0.00192 | 0.00192 | 0.0148 | -0.0744 |
| 4969 | native-country_Nicaragua | native-country_Puerto-Rico | -0.00192 | 0.00192 | -0.0138 | -0.0188 |
| 4245 | native-country_England | native-country_Iran | -0.00191 | 0.00191 | 0.0114 | 0.0151 |
| 281 | workclass_? | native-country_Poland | 0.00191 | 0.00191 | -0.0782 | -0.0041 |
| 3155 | relationship_Own-child | native-country_Portugal | -0.00191 | 0.00191 | -0.229 | -0.0105 |
| 3266 | relationship_Wife | native-country_France | -0.00191 | 0.00191 | 0.123 | 0.0121 |
| 3205 | relationship_Unmarried | native-country_Holand-Netherlands | -0.00191 | 0.00191 | -0.143 | -0.00312 |
| 4137 | native-country_Ecuador | native-country_Germany | -0.00191 | 0.00191 | -0.00672 | 0.0122 |
| 4442 | native-country_Guatemala | native-country_Poland | -0.00191 | 0.00191 | -0.0201 | -0.0041 |
| 1026 | workclass_Without-pay | race_Other | -0.0019 | 0.0019 | -0.0117 | -0.0318 |
| 1382 | marital-status_Married-spouse-absent | occupation_Transport-moving | -0.0019 | 0.0019 | -0.0425 | -0.0215 |
| 1370 | marital-status_Married-spouse-absent | occupation_Armed-Forces | -0.0019 | 0.0019 | -0.0425 | -0.00504 |
| 3538 | race_Other | native-country_Outlying-US(Guam-USVI-etc) | -0.0019 | 0.0019 | -0.0318 | -0.0117 |
| 111 | CapitalLossPositive | workclass_State-gov | -0.0019 | 0.0019 | 0.139 | 0.0148 |
| 3952 | native-country_China | native-country_Taiwan | -0.0019 | 0.0019 | 0.00291 | 0.014 |
| 1494 | marital-status_Never-married | native-country_England | -0.0019 | 0.0019 | -0.318 | 0.0114 |
| 5061 | native-country_Philippines | native-country_Trinadad&Tobago | -0.00189 | 0.00189 | 0.0123 | -0.00766 |
| 973 | workclass_State-gov | native-country_Thailand | 0.00189 | 0.00189 | 0.0148 | -0.00408 |
| 3355 | race_Amer-Indian-Eskimo | native-country_Scotland | -0.00189 | 0.00189 | -0.0287 | 0.00041 |
| 3983 | native-country_Columbia | native-country_Guatemala | -0.00189 | 0.00189 | -0.0206 | -0.0201 |
| 3835 | native-country_Cambodia | native-country_Philippines | -0.00189 | 0.00189 | 0.00721 | 0.0123 |
| 3890 | native-country_Canada | native-country_Peru | -0.00189 | 0.00189 | 0.0116 | -0.0127 |
| 2632 | occupation_Protective-serv | native-country_Dominican-Republic | -0.00188 | 0.00188 | 0.0281 | -0.023 |
| 4871 | native-country_Japan | native-country_Poland | -0.00188 | 0.00188 | 0.0149 | -0.0041 |
| 4807 | native-country_Italy | native-country_Taiwan | -0.00188 | 0.00188 | 0.0113 | 0.014 |
| 5288 | native-country_United-States | hours-per-weekGRP_5_[60,INF) | -0.00188 | 0.00188 | 0.0345 | 0.0541 |
| 3164 | relationship_Own-child | native-country_Yugoslavia | -0.00187 | 0.00187 | -0.229 | 0.00696 |
| 1777 | occupation_? | native-country_Poland | 0.00187 | 0.00187 | -0.0786 | -0.0041 |
| 175 | CapitalLossPositive | native-country_Nicaragua | 0.00187 | 0.00187 | 0.139 | -0.0138 |
| 999 | workclass_Without-pay | marital-status_Never-married | -0.00187 | 0.00187 | -0.0117 | -0.318 |
| 2097 | occupation_Exec-managerial | native-country_Hong | -0.00187 | 0.00187 | 0.215 | 0.00343 |
| 460 | workclass_Local-gov | native-country_England | -0.00187 | 0.00187 | 0.0331 | 0.0114 |
| 4692 | native-country_India | native-country_Portugal | -0.00187 | 0.00187 | 0.0207 | -0.0105 |
| 3994 | native-country_Columbia | native-country_Japan | -0.00186 | 0.00186 | -0.0206 | 0.0149 |
| 2413 | occupation_Other-service | native-country_Holand-Netherlands | -0.00186 | 0.00186 | -0.156 | -0.00312 |
| 2245 | occupation_Handlers-cleaners | native-country_Columbia | 0.00186 | 0.00186 | -0.0873 | -0.0206 |
| 4203 | native-country_El-Salvador | native-country_Nicaragua | -0.00185 | 0.00185 | -0.0208 | -0.0138 |
| 1608 | marital-status_Separated | native-country_South | -0.00184 | 0.00184 | -0.0744 | -0.00474 |
| 4478 | native-country_Haiti | native-country_Jamaica | -0.00184 | 0.00184 | -0.0129 | -0.0137 |
| 2496 | occupation_Priv-house-serv | native-country_Ireland | -0.00184 | 0.00184 | -0.0371 | -0.00206 |
| 1485 | marital-status_Never-married | native-country_? | 0.00184 | 0.00184 | -0.318 | 0.00304 |
| 2556 | occupation_Prof-specialty | native-country_Cuba | -0.00184 | 0.00184 | 0.186 | 0.00283 |
| 4111 | native-country_Dominican-Republic | native-country_Taiwan | -0.00184 | 0.00184 | -0.023 | 0.014 |
| 4903 | native-country_Laos | native-country_Philippines | -0.00184 | 0.00184 | -0.00713 | 0.0123 |
| 5060 | native-country_Philippines | native-country_Thailand | -0.00184 | 0.00184 | 0.0123 | -0.00408 |
| 3528 | race_Other | native-country_Hungary | -0.00183 | 0.00183 | -0.0318 | -0.00047 |
| 5028 | native-country_Peru | native-country_Puerto-Rico | -0.00183 | 0.00183 | -0.0127 | -0.0188 |
| 4490 | native-country_Haiti | native-country_South | -0.00183 | 0.00183 | -0.0129 | -0.00474 |
| 1524 | marital-status_Never-married | native-country_United-States | 0.00183 | 0.00183 | -0.318 | 0.0345 |
| 3526 | race_Other | native-country_Honduras | -0.00183 | 0.00183 | -0.0318 | -0.00766 |
| 4001 | native-country_Columbia | native-country_Poland | -0.00183 | 0.00183 | -0.0206 | -0.0041 |
| 3076 | relationship_Other-relative | native-country_Ireland | 0.00183 | 0.00183 | -0.0837 | -0.00206 |
| 648 | workclass_Private | native-country_? | 0.00183 | 0.00183 | -0.0785 | 0.00304 |
| 4073 | native-country_Cuba | education-numGRP_3_[6,8] | -0.00182 | 0.00182 | 0.00283 | -0.0975 |
| 872 | workclass_Self-emp-not-inc | native-country_Poland | -0.00182 | 0.00182 | 0.03 | -0.0041 |
| 2264 | occupation_Handlers-cleaners | native-country_Jamaica | 0.00182 | 0.00182 | -0.0873 | -0.0137 |
| 4721 | native-country_Iran | native-country_Jamaica | -0.00182 | 0.00182 | 0.0151 | -0.0137 |
| 3871 | native-country_Canada | native-country_France | -0.00182 | 0.00182 | 0.0116 | 0.0121 |
| 4055 | native-country_Cuba | native-country_Portugal | -0.00182 | 0.00182 | 0.00283 | -0.0105 |
| 3873 | native-country_Canada | native-country_Greece | -0.00182 | 0.00182 | 0.0116 | 0.00245 |
| 3463 | race_Black | native-country_Holand-Netherlands | -0.00181 | 0.00181 | -0.0891 | -0.00312 |
| 2954 | relationship_Husband | native-country_Trinadad&Tobago | -0.00181 | 0.00181 | 0.401 | -0.00766 |
| 4718 | native-country_India | hours-per-weekGRP_5_[60,INF) | 0.00181 | 0.00181 | 0.0207 | 0.0541 |
| 5210 | native-country_Taiwan | native-country_Vietnam | -0.0018 | 0.0018 | 0.014 | -0.0176 |
| 1196 | marital-status_Married-AF-spouse | occupation_Priv-house-serv | -0.0018 | 0.0018 | 0.0121 | -0.0371 |
| 1179 | marital-status_Divorced | hours-per-weekGRP_3_[40,50] | 0.0018 | 0.0018 | -0.127 | 0.172 |
| 4733 | native-country_Iran | native-country_South | -0.0018 | 0.0018 | 0.0151 | -0.00474 |
| 3868 | native-country_Canada | native-country_Ecuador | -0.00179 | 0.00179 | 0.0116 | -0.00672 |
| 4687 | native-country_India | native-country_Nicaragua | -0.00179 | 0.00179 | 0.0207 | -0.0138 |
| 1836 | occupation_Adm-clerical | native-country_Cuba | 0.00178 | 0.00178 | -0.09 | 0.00283 |
| 767 | workclass_Self-emp-inc | native-country_Italy | 0.00178 | 0.00178 | 0.139 | 0.0113 |
| 4257 | native-country_England | native-country_Portugal | -0.00178 | 0.00178 | 0.0114 | -0.0105 |
| 5107 | native-country_Poland | hours-per-weekGRP_4_[50,60] | -0.00178 | 0.00178 | -0.0041 | 0.131 |
| 266 | workclass_? | native-country_Honduras | 0.00178 | 0.00178 | -0.0782 | -0.00766 |
| 3852 | native-country_Cambodia | ageGRP_6_[60,INF) | -0.00178 | 0.00178 | 0.00721 | -0.00294 |
| 5258 | native-country_Trinadad&Tobago | ageGRP_6_[60,INF) | -0.00178 | 0.00178 | -0.00766 | -0.00294 |
| 3011 | relationship_Not-in-family | native-country_Laos | -0.00177 | 0.00177 | -0.189 | -0.00713 |
| 3930 | native-country_China | native-country_Haiti | -0.00177 | 0.00177 | 0.00291 | -0.0129 |
| 4341 | native-country_Germany | native-country_Ireland | -0.00177 | 0.00177 | 0.0122 | -0.00206 |
| 1760 | occupation_? | native-country_Haiti | -0.00177 | 0.00177 | -0.0786 | -0.0129 |
| 4399 | native-country_Greece | native-country_Puerto-Rico | -0.00177 | 0.00177 | 0.00245 | -0.0188 |
| 4306 | native-country_France | native-country_Puerto-Rico | -0.00177 | 0.00177 | 0.0121 | -0.0188 |
| 2182 | occupation_Farming-fishing | native-country_Ireland | 0.00176 | 0.00176 | -0.0519 | -0.00206 |
| 3544 | race_Other | native-country_Scotland | -0.00176 | 0.00176 | -0.0318 | 0.00041 |
| 5132 | native-country_Portugal | hours-per-weekGRP_3_[40,50] | -0.00176 | 0.00176 | -0.0105 | 0.172 |
| 1762 | occupation_? | native-country_Honduras | 0.00176 | 0.00176 | -0.0786 | -0.00766 |
| 945 | workclass_State-gov | native-country_England | -0.00176 | 0.00176 | 0.0148 | 0.0114 |
| 4447 | native-country_Guatemala | native-country_Taiwan | -0.00176 | 0.00176 | -0.0201 | 0.014 |
| 4205 | native-country_El-Salvador | native-country_Peru | -0.00176 | 0.00176 | -0.0208 | -0.0127 |
| 3936 | native-country_China | native-country_Iran | -0.00175 | 0.00175 | 0.00291 | 0.0151 |
| 4050 | native-country_Cuba | native-country_Nicaragua | -0.00175 | 0.00175 | 0.00283 | -0.0138 |
| 2098 | occupation_Exec-managerial | native-country_Hungary | 0.00175 | 0.00175 | 0.215 | -0.00047 |
| 4378 | native-country_Germany | hours-per-weekGRP_5_[60,INF) | -0.00175 | 0.00175 | 0.0122 | 0.0541 |
| 4552 | native-country_Holand-Netherlands | hours-per-weekGRP_1_[0,20] | -0.00174 | 0.00174 | -0.00312 | -0.128 |
| 4477 | native-country_Haiti | native-country_Italy | -0.00174 | 0.00174 | -0.0129 | 0.0113 |
| 1073 | workclass_Without-pay | ageGRP_2_[20,30] | -0.00174 | 0.00174 | -0.0117 | -0.213 |
| 5245 | native-country_Thailand | hours-per-weekGRP_1_[0,20] | 0.00174 | 0.00174 | -0.00408 | -0.128 |
| 264 | workclass_? | native-country_Haiti | -0.00174 | 0.00174 | -0.0782 | -0.0129 |
| 2992 | relationship_Not-in-family | native-country_Dominican-Republic | 0.00174 | 0.00174 | -0.189 | -0.023 |
| 4159 | native-country_Ecuador | native-country_Puerto-Rico | -0.00174 | 0.00174 | -0.00672 | -0.0188 |
| 1025 | workclass_Without-pay | race_Black | -0.00173 | 0.00173 | -0.0117 | -0.0891 |
| 1226 | marital-status_Married-AF-spouse | native-country_Germany | -0.00173 | 0.00173 | 0.0121 | 0.0122 |
| 2518 | occupation_Priv-house-serv | ageGRP_2_[20,30] | 0.00173 | 0.00173 | -0.0371 | -0.213 |
| 4876 | native-country_Japan | native-country_Taiwan | -0.00173 | 0.00173 | 0.0149 | 0.014 |
| 3644 | sex_Female | native-country_Guatemala | -0.00173 | 0.00173 | -0.216 | -0.0201 |
| 5064 | native-country_Philippines | native-country_Yugoslavia | -0.00173 | 0.00173 | 0.0123 | 0.00696 |
| 3703 | sex_Male | native-country_Guatemala | 0.00173 | 0.00173 | 0.216 | -0.0201 |
| 963 | workclass_State-gov | native-country_Nicaragua | -0.00173 | 0.00173 | 0.0148 | -0.0138 |
| 2842 | occupation_Transport-moving | race_White | -0.00172 | 0.00172 | -0.0215 | 0.0852 |
| 4720 | native-country_Iran | native-country_Italy | -0.00172 | 0.00172 | 0.0151 | 0.0113 |
| 1971 | occupation_Armed-Forces | hours-per-weekGRP_3_[40,50] | 0.00172 | 0.00172 | -0.00504 | 0.172 |
| 1593 | marital-status_Separated | native-country_Iran | -0.00171 | 0.00171 | -0.0744 | 0.0151 |
| 4895 | native-country_Japan | hours-per-weekGRP_2_[20,40] | -0.00171 | 0.00171 | 0.0149 | -0.153 |
| 4186 | native-country_El-Salvador | native-country_France | -0.00171 | 0.00171 | -0.0208 | 0.0121 |
| 4188 | native-country_El-Salvador | native-country_Greece | -0.00171 | 0.00171 | -0.0208 | 0.00245 |
| 4689 | native-country_India | native-country_Peru | -0.00171 | 0.00171 | 0.0207 | -0.0127 |
| 2658 | occupation_Protective-serv | native-country_Portugal | 0.00171 | 0.00171 | 0.0281 | -0.0105 |
| 4089 | native-country_Dominican-Republic | native-country_Haiti | -0.00171 | 0.00171 | -0.023 | -0.0129 |
| 2022 | occupation_Craft-repair | native-country_Japan | -0.00171 | 0.00171 | -0.0126 | 0.0149 |
| 3263 | relationship_Wife | native-country_Ecuador | -0.0017 | 0.0017 | 0.123 | -0.00672 |
| 5086 | native-country_Poland | native-country_Taiwan | -0.0017 | 0.0017 | -0.0041 | 0.014 |
| 4252 | native-country_England | native-country_Nicaragua | -0.0017 | 0.0017 | 0.0114 | -0.0138 |
| 960 | workclass_State-gov | native-country_Japan | -0.0017 | 0.0017 | 0.0148 | 0.0149 |
| 4095 | native-country_Dominican-Republic | native-country_Iran | -0.00169 | 0.00169 | -0.023 | 0.0151 |
| 134 | CapitalLossPositive | occupation_Transport-moving | -0.00169 | 0.00169 | 0.139 | -0.0215 |
| 1157 | marital-status_Divorced | native-country_Scotland | 0.00169 | 0.00169 | -0.127 | 0.00041 |
| 4006 | native-country_Columbia | native-country_Taiwan | -0.00169 | 0.00169 | -0.0206 | 0.014 |
| 4134 | native-country_Ecuador | native-country_El-Salvador | -0.00168 | 0.00168 | -0.00672 | -0.0208 |
| 2492 | occupation_Priv-house-serv | native-country_Hong | -0.00168 | 0.00168 | -0.0371 | 0.00343 |
| 4838 | native-country_Jamaica | native-country_Portugal | -0.00168 | 0.00168 | -0.0137 | -0.0105 |
| 60 | CapitalGainPositive | native-country_Holand-Netherlands | -0.00167 | 0.00167 | 0.266 | -0.00312 |
| 1968 | occupation_Armed-Forces | education-numGRP_6_[13,16) | 0.00167 | 0.00167 | -0.00504 | 0.269 |
| 4551 | native-country_Holand-Netherlands | education-numGRP_6_[13,16) | -0.00167 | 0.00167 | -0.00312 | 0.269 |
| 4052 | native-country_Cuba | native-country_Peru | -0.00167 | 0.00167 | 0.00283 | -0.0127 |
| 5111 | native-country_Portugal | native-country_South | -0.00167 | 0.00167 | -0.0105 | -0.00474 |
| 86 | CapitalGainPositive | native-country_Yugoslavia | -0.00167 | 0.00167 | 0.266 | 0.00696 |
| 4495 | native-country_Haiti | native-country_Vietnam | -0.00167 | 0.00167 | -0.0129 | -0.0176 |
| 518 | workclass_Never-worked | marital-status_Married-spouse-absent | -0.00167 | 0.00167 | -0.00826 | -0.0425 |
| 860 | workclass_Self-emp-not-inc | native-country_India | -0.00166 | 0.00166 | 0.03 | 0.0207 |
| 4385 | native-country_Greece | native-country_India | -0.00166 | 0.00166 | 0.00245 | 0.0207 |
| 4292 | native-country_France | native-country_India | -0.00166 | 0.00166 | 0.0121 | 0.0207 |
| 3882 | native-country_Canada | native-country_Ireland | -0.00166 | 0.00166 | 0.0116 | -0.00206 |
| 5170 | native-country_Scotland | ageGRP_4_[40,50] | 0.00166 | 0.00166 | 0.00041 | 0.17 |
| 4738 | native-country_Iran | native-country_Vietnam | -0.00165 | 0.00165 | 0.0151 | -0.0176 |
| 4828 | native-country_Italy | hours-per-weekGRP_4_[50,60] | -0.00165 | 0.00165 | 0.0113 | 0.131 |
| 2530 | occupation_Priv-house-serv | hours-per-weekGRP_2_[20,40] | -0.00165 | 0.00165 | -0.0371 | -0.153 |
| 809 | workclass_Self-emp-not-inc | marital-status_Married-spouse-absent | -0.00165 | 0.00165 | 0.03 | -0.0425 |
| 2513 | occupation_Priv-house-serv | native-country_Trinadad&Tobago | -0.00164 | 0.00164 | -0.0371 | -0.00766 |
| 2476 | occupation_Priv-house-serv | native-country_Cambodia | -0.00164 | 0.00164 | -0.0371 | 0.00721 |
| 4425 | native-country_Guatemala | native-country_Haiti | -0.00163 | 0.00163 | -0.0201 | -0.0129 |
| 4145 | native-country_Ecuador | native-country_India | -0.00163 | 0.00163 | -0.00672 | 0.0207 |
| 5081 | native-country_Philippines | hours-per-weekGRP_5_[60,INF) | -0.00163 | 0.00163 | 0.0123 | 0.0541 |
| 260 | workclass_? | native-country_France | 0.00163 | 0.00163 | -0.0782 | 0.0121 |
| 4254 | native-country_England | native-country_Peru | -0.00163 | 0.00163 | 0.0114 | -0.0127 |
| 28 | CapitalGainPositive | occupation_Protective-serv | -0.00163 | 0.00163 | 0.266 | 0.0281 |
| 4033 | native-country_Cuba | native-country_France | -0.00162 | 0.00162 | 0.00283 | 0.0121 |
| 3948 | native-country_China | native-country_Portugal | -0.00162 | 0.00162 | 0.00291 | -0.0105 |
| 3648 | sex_Female | native-country_Hong | -0.00162 | 0.00162 | -0.216 | 0.00343 |
| 4035 | native-country_Cuba | native-country_Greece | -0.00162 | 0.00162 | 0.00283 | 0.00245 |
| 4996 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Philippines | -0.00162 | 0.00162 | -0.0117 | 0.0123 |
| 1217 | marital-status_Married-AF-spouse | native-country_Canada | -0.00162 | 0.00162 | 0.0121 | 0.0116 |
| 3707 | sex_Male | native-country_Hong | 0.00162 | 0.00162 | 0.216 | 0.00343 |
| 4431 | native-country_Guatemala | native-country_Iran | -0.00161 | 0.00161 | -0.0201 | 0.0151 |
| 4768 | native-country_Ireland | native-country_Puerto-Rico | -0.00161 | 0.00161 | -0.00206 | -0.0188 |
| 4555 | native-country_Holand-Netherlands | hours-per-weekGRP_4_[50,60] | -0.00161 | 0.00161 | -0.00312 | 0.131 |
| 4479 | native-country_Haiti | native-country_Japan | -0.00161 | 0.00161 | -0.0129 | 0.0149 |
| 856 | workclass_Self-emp-not-inc | native-country_Holand-Netherlands | -0.00161 | 0.00161 | 0.03 | -0.00312 |
| 3283 | relationship_Wife | native-country_Nicaragua | 0.00161 | 0.00161 | 0.123 | -0.0138 |
| 4337 | native-country_Germany | native-country_Hong | -0.00161 | 0.00161 | 0.0122 | 0.00343 |
| 4833 | native-country_Jamaica | native-country_Nicaragua | -0.00161 | 0.00161 | -0.0137 | -0.0138 |
| 2416 | occupation_Other-service | native-country_Hungary | -0.00161 | 0.00161 | -0.156 | -0.00047 |
| 2414 | occupation_Other-service | native-country_Honduras | -0.00161 | 0.00161 | -0.156 | -0.00766 |
| 2391 | occupation_Other-service | race_Amer-Indian-Eskimo | 0.0016 | 0.0016 | -0.156 | -0.0287 |
| 4120 | native-country_Dominican-Republic | ageGRP_4_[40,50] | 0.0016 | 0.0016 | -0.023 | 0.17 |
| 4971 | native-country_Nicaragua | native-country_South | -0.0016 | 0.0016 | -0.0138 | -0.00474 |
| 1756 | occupation_? | native-country_France | 0.0016 | 0.0016 | -0.0786 | 0.0121 |
| 4803 | native-country_Italy | native-country_Portugal | -0.0016 | 0.0016 | 0.0113 | -0.0105 |
| 4030 | native-country_Cuba | native-country_Ecuador | -0.00159 | 0.00159 | 0.00283 | -0.00672 |
| 2500 | occupation_Priv-house-serv | native-country_Laos | -0.00159 | 0.00159 | -0.0371 | -0.00713 |
| 4722 | native-country_Iran | native-country_Japan | -0.00159 | 0.00159 | 0.0151 | 0.0149 |
| 4486 | native-country_Haiti | native-country_Poland | -0.00158 | 0.00158 | -0.0129 | -0.0041 |
| 1594 | marital-status_Separated | native-country_Ireland | 0.00158 | 0.00158 | -0.0744 | -0.00206 |
| 974 | workclass_State-gov | native-country_Trinadad&Tobago | 0.00158 | 0.00158 | 0.0148 | -0.00766 |
| 1693 | marital-status_Widowed | native-country_Puerto-Rico | 0.00158 | 0.00158 | -0.0644 | -0.0188 |
| 1248 | marital-status_Married-AF-spouse | native-country_Puerto-Rico | -0.00158 | 0.00158 | 0.0121 | -0.0188 |
| 3984 | native-country_Columbia | native-country_Haiti | -0.00157 | 0.00157 | -0.0206 | -0.0129 |
| 4358 | native-country_Germany | native-country_Trinadad&Tobago | -0.00157 | 0.00157 | 0.0122 | -0.00766 |
| 4235 | native-country_England | native-country_France | -0.00157 | 0.00157 | 0.0114 | 0.0121 |
| 4540 | native-country_Holand-Netherlands | ageGRP_1_[0,20] | -0.00157 | 0.00157 | -0.00312 | -0.159 |
| 4237 | native-country_England | native-country_Greece | -0.00157 | 0.00157 | 0.0114 | 0.00245 |
| 4107 | native-country_Dominican-Republic | native-country_Portugal | -0.00157 | 0.00157 | -0.023 | -0.0105 |
| 2926 | relationship_Husband | native-country_France | -0.00157 | 0.00157 | 0.401 | 0.0121 |
| 3816 | native-country_Cambodia | native-country_Germany | -0.00157 | 0.00157 | 0.00721 | 0.0122 |
| 5257 | native-country_Trinadad&Tobago | ageGRP_5_[50,60] | -0.00156 | 0.00156 | -0.00766 | 0.119 |
| 4729 | native-country_Iran | native-country_Poland | -0.00156 | 0.00156 | 0.0151 | -0.0041 |
| 870 | workclass_Self-emp-not-inc | native-country_Peru | -0.00156 | 0.00156 | 0.03 | -0.0127 |
| 659 | workclass_Private | native-country_Germany | 0.00156 | 0.00156 | -0.0785 | 0.0122 |
| 4651 | native-country_Hungary | native-country_Philippines | -0.00156 | 0.00156 | -0.00047 | 0.0123 |
| 4570 | native-country_Honduras | native-country_Philippines | -0.00156 | 0.00156 | -0.00766 | 0.0123 |
| 3990 | native-country_Columbia | native-country_Iran | -0.00155 | 0.00155 | -0.0206 | 0.0151 |
| 1770 | occupation_? | native-country_Japan | -0.00155 | 0.00155 | -0.0786 | 0.0149 |
| 3943 | native-country_China | native-country_Nicaragua | -0.00155 | 0.00155 | 0.00291 | -0.0138 |
| 4197 | native-country_El-Salvador | native-country_Ireland | -0.00155 | 0.00155 | -0.0208 | -0.00206 |
| 1340 | marital-status_Married-civ-spouse | native-country_Scotland | 0.00154 | 0.00154 | 0.445 | 0.00041 |
| 4135 | native-country_Ecuador | native-country_England | -0.00154 | 0.00154 | -0.00672 | 0.0114 |
| 2586 | occupation_Prof-specialty | native-country_South | 0.00154 | 0.00154 | 0.186 | -0.00474 |
| 4835 | native-country_Jamaica | native-country_Peru | -0.00154 | 0.00154 | -0.0137 | -0.0127 |
| 4545 | native-country_Holand-Netherlands | ageGRP_6_[60,INF) | -0.00154 | 0.00154 | -0.00312 | -0.00294 |
| 5267 | native-country_Trinadad&Tobago | hours-per-weekGRP_3_[40,50] | -0.00153 | 0.00153 | -0.00766 | 0.172 |
| 5119 | native-country_Portugal | ageGRP_2_[20,30] | 0.00153 | 0.00153 | -0.0105 | -0.213 |
| 5116 | native-country_Portugal | native-country_Vietnam | -0.00153 | 0.00153 | -0.0105 | -0.0176 |
| 4345 | native-country_Germany | native-country_Laos | -0.00153 | 0.00153 | 0.0122 | -0.00713 |
| 5030 | native-country_Peru | native-country_South | -0.00153 | 0.00153 | -0.0127 | -0.00474 |
| 3861 | native-country_Cambodia | hours-per-weekGRP_3_[40,50] | -0.00153 | 0.00153 | 0.00721 | 0.172 |
| 4357 | native-country_Germany | native-country_Thailand | -0.00153 | 0.00153 | 0.0122 | -0.00408 |
| 4798 | native-country_Italy | native-country_Nicaragua | -0.00153 | 0.00153 | 0.0113 | -0.0138 |
| 1911 | occupation_Armed-Forces | race_Other | -0.00152 | 0.00152 | -0.00504 | -0.0318 |
| 1959 | occupation_Armed-Forces | ageGRP_3_[30,40] | -0.00152 | 0.00152 | -0.00504 | 0.0568 |
| 3658 | sex_Female | native-country_Nicaragua | 0.00152 | 0.00152 | -0.216 | -0.0138 |
| 1223 | marital-status_Married-AF-spouse | native-country_El-Salvador | -0.00152 | 0.00152 | 0.0121 | -0.0208 |
| 3717 | sex_Male | native-country_Nicaragua | -0.00152 | 0.00152 | 0.216 | -0.0138 |
| 3332 | race_Amer-Indian-Eskimo | native-country_Germany | -0.00151 | 0.00151 | -0.0287 | 0.0122 |
| 3210 | relationship_Unmarried | native-country_Iran | -0.00151 | 0.00151 | -0.143 | 0.0151 |
| 4681 | native-country_India | native-country_Ireland | -0.00151 | 0.00151 | 0.0207 | -0.00206 |
| 3878 | native-country_Canada | native-country_Hong | -0.00151 | 0.00151 | 0.0116 | 0.00343 |
| 3406 | race_Asian-Pac-Islander | native-country_Ireland | 0.00151 | 0.00151 | 0.0105 | -0.00206 |
| 274 | workclass_? | native-country_Japan | -0.00151 | 0.00151 | -0.0782 | 0.0149 |
| 2005 | occupation_Craft-repair | native-country_Ecuador | 0.0015 | 0.0015 | -0.0126 | -0.00672 |
| 2516 | occupation_Priv-house-serv | native-country_Yugoslavia | -0.0015 | 0.0015 | -0.0371 | 0.00696 |
| 2036 | occupation_Craft-repair | native-country_Trinadad&Tobago | -0.0015 | 0.0015 | -0.0126 | -0.00766 |
| 5300 | native-country_Vietnam | education-numGRP_5_[10,13] | 0.0015 | 0.0015 | -0.0176 | 0.163 |
| 4102 | native-country_Dominican-Republic | native-country_Nicaragua | -0.0015 | 0.0015 | -0.023 | -0.0138 |
| 4443 | native-country_Guatemala | native-country_Portugal | -0.0015 | 0.0015 | -0.0201 | -0.0105 |
| 2465 | occupation_Priv-house-serv | relationship_Own-child | -0.0015 | 0.0015 | -0.0371 | -0.229 |
| 5057 | native-country_Philippines | native-country_Scotland | -0.0015 | 0.0015 | 0.0123 | 0.00041 |
| 3297 | relationship_Wife | native-country_Yugoslavia | 0.00149 | 0.00149 | 0.123 | 0.00696 |
| 4296 | native-country_France | native-country_Jamaica | -0.00149 | 0.00149 | 0.0121 | -0.0137 |
| 2628 | occupation_Protective-serv | native-country_Canada | -0.00149 | 0.00149 | 0.0281 | 0.0116 |
| 4389 | native-country_Greece | native-country_Jamaica | -0.00149 | 0.00149 | 0.00245 | -0.0137 |
| 1234 | marital-status_Married-AF-spouse | native-country_India | -0.00148 | 0.00148 | 0.0121 | 0.0207 |
| 1502 | marital-status_Never-married | native-country_Hong | -0.00148 | 0.00148 | -0.318 | 0.00343 |
| 4308 | native-country_France | native-country_South | -0.00148 | 0.00148 | 0.0121 | -0.00474 |
| 3945 | native-country_China | native-country_Peru | -0.00148 | 0.00148 | 0.00291 | -0.0127 |
| 4401 | native-country_Greece | native-country_South | -0.00148 | 0.00148 | 0.00245 | -0.00474 |
| 3807 | native-country_Cambodia | native-country_Canada | -0.00148 | 0.00148 | 0.00721 | 0.0116 |
| 3899 | native-country_Canada | native-country_Trinadad&Tobago | -0.00148 | 0.00148 | 0.0116 | -0.00766 |
| 4149 | native-country_Ecuador | native-country_Jamaica | -0.00147 | 0.00147 | -0.00672 | -0.0137 |
| 4872 | native-country_Japan | native-country_Portugal | -0.00147 | 0.00147 | 0.0149 | -0.0105 |
| 4976 | native-country_Nicaragua | native-country_Vietnam | -0.00147 | 0.00147 | -0.0138 | -0.0176 |
| 5234 | native-country_Thailand | ageGRP_2_[20,30] | 0.00147 | 0.00147 | -0.00408 | -0.213 |
| 4044 | native-country_Cuba | native-country_Ireland | -0.00147 | 0.00147 | 0.00283 | -0.00206 |
| 4614 | native-country_Hong | native-country_Puerto-Rico | -0.00147 | 0.00147 | 0.00343 | -0.0188 |
| 4161 | native-country_Ecuador | native-country_South | -0.00146 | 0.00146 | -0.00672 | -0.00474 |
| 3075 | relationship_Other-relative | native-country_Iran | -0.00146 | 0.00146 | -0.0837 | 0.0151 |
| 4491 | native-country_Haiti | native-country_Taiwan | -0.00146 | 0.00146 | -0.0129 | 0.014 |
| 4800 | native-country_Italy | native-country_Peru | -0.00146 | 0.00146 | 0.0113 | -0.0127 |
| 2872 | occupation_Transport-moving | native-country_Nicaragua | 0.00146 | 0.00146 | -0.0215 | -0.0138 |
| 5082 | native-country_Poland | native-country_Portugal | -0.00145 | 0.00145 | -0.0041 | -0.0105 |
| 969 | workclass_State-gov | native-country_Puerto-Rico | -0.00145 | 0.00145 | 0.0148 | -0.0188 |
| 466 | workclass_Local-gov | native-country_Holand-Netherlands | -0.00145 | 0.00145 | 0.0331 | -0.00312 |
| 751 | workclass_Self-emp-inc | native-country_Dominican-Republic | -0.00145 | 0.00145 | 0.139 | -0.023 |
| 3898 | native-country_Canada | native-country_Thailand | -0.00144 | 0.00144 | 0.0116 | -0.00408 |
| 4584 | native-country_Honduras | ageGRP_3_[30,40] | -0.00144 | 0.00144 | -0.00766 | 0.0568 |
| 1220 | marital-status_Married-AF-spouse | native-country_Cuba | -0.00144 | 0.00144 | 0.0121 | 0.00283 |
| 3886 | native-country_Canada | native-country_Laos | -0.00144 | 0.00144 | 0.0116 | -0.00713 |
| 4415 | native-country_Greece | education-numGRP_2_[4,6] | -0.00144 | 0.00144 | 0.00245 | -0.0904 |
| 4734 | native-country_Iran | native-country_Taiwan | -0.00144 | 0.00144 | 0.0151 | 0.014 |
| 543 | workclass_Never-worked | race_Amer-Indian-Eskimo | -0.00144 | 0.00144 | -0.00826 | -0.0287 |
| 4361 | native-country_Germany | native-country_Yugoslavia | -0.00144 | 0.00144 | 0.0122 | 0.00696 |
| 4002 | native-country_Columbia | native-country_Portugal | -0.00144 | 0.00144 | -0.0206 | -0.0105 |
| 468 | workclass_Local-gov | native-country_Hong | -0.00144 | 0.00144 | 0.0331 | 0.00343 |
| 4246 | native-country_England | native-country_Ireland | -0.00143 | 0.00143 | 0.0114 | -0.00206 |
| 3928 | native-country_China | native-country_Greece | -0.00143 | 0.00143 | 0.00291 | 0.00245 |
| 4438 | native-country_Guatemala | native-country_Nicaragua | -0.00143 | 0.00143 | -0.0201 | -0.0138 |
| 4104 | native-country_Dominican-Republic | native-country_Peru | -0.00143 | 0.00143 | -0.023 | -0.0127 |
| 5139 | native-country_Puerto-Rico | native-country_Trinadad&Tobago | -0.00143 | 0.00143 | -0.0188 | -0.00766 |
| 3838 | native-country_Cambodia | native-country_Puerto-Rico | -0.00143 | 0.00143 | 0.00721 | -0.0188 |
| 3926 | native-country_China | native-country_France | -0.00143 | 0.00143 | 0.00291 | 0.0121 |
| 4388 | native-country_Greece | native-country_Italy | -0.00142 | 0.00142 | 0.00245 | 0.0113 |
| 1102 | marital-status_Divorced | occupation_Machine-op-inspct | 0.00142 | 0.00142 | -0.127 | -0.0694 |
| 2878 | occupation_Transport-moving | native-country_Puerto-Rico | -0.00142 | 0.00142 | -0.0215 | -0.0188 |
| 4295 | native-country_France | native-country_Italy | -0.00142 | 0.00142 | 0.0121 | 0.0113 |
| 4193 | native-country_El-Salvador | native-country_Hong | -0.00142 | 0.00142 | -0.0208 | 0.00343 |
| 4867 | native-country_Japan | native-country_Nicaragua | -0.00141 | 0.00141 | 0.0149 | -0.0138 |
| 3923 | native-country_China | native-country_Ecuador | -0.00141 | 0.00141 | 0.00291 | -0.00672 |
| 1011 | workclass_Without-pay | occupation_Priv-house-serv | -0.00141 | 0.00141 | -0.0117 | -0.0371 |
| 2503 | occupation_Priv-house-serv | native-country_Outlying-US(Guam-USVI-etc) | -0.00141 | 0.00141 | -0.0371 | -0.0117 |
| 3030 | relationship_Not-in-family | ageGRP_3_[30,40] | -0.0014 | 0.0014 | -0.189 | 0.0568 |
| 5035 | native-country_Peru | native-country_Vietnam | -0.0014 | 0.0014 | -0.0127 | -0.0176 |
| 1224 | marital-status_Married-AF-spouse | native-country_England | -0.0014 | 0.0014 | 0.0121 | 0.0114 |
| 548 | workclass_Never-worked | sex_Female | -0.0014 | 0.0014 | -0.00826 | -0.216 |
| 549 | workclass_Never-worked | sex_Male | 0.0014 | 0.0014 | -0.00826 | 0.216 |
| 4967 | native-country_Nicaragua | native-country_Poland | -0.00139 | 0.00139 | -0.0138 | -0.0041 |
| 4906 | native-country_Laos | native-country_Puerto-Rico | -0.00139 | 0.00139 | -0.00713 | -0.0188 |
| 3804 | native-country_? | hours-per-weekGRP_3_[40,50] | -0.00139 | 0.00139 | 0.00304 | 0.172 |
| 5138 | native-country_Puerto-Rico | native-country_Thailand | -0.00139 | 0.00139 | -0.0188 | -0.00408 |
| 4087 | native-country_Dominican-Republic | native-country_Greece | -0.00139 | 0.00139 | -0.023 | 0.00245 |
| 4148 | native-country_Ecuador | native-country_Italy | -0.00139 | 0.00139 | -0.00672 | 0.0113 |
| 827 | workclass_Self-emp-not-inc | occupation_Transport-moving | -0.00139 | 0.00139 | 0.03 | -0.0215 |
| 4085 | native-country_Dominican-Republic | native-country_France | -0.00139 | 0.00139 | -0.023 | 0.0121 |
| 4214 | native-country_El-Salvador | native-country_Trinadad&Tobago | -0.00138 | 0.00138 | -0.0208 | -0.00766 |
| 3813 | native-country_Cambodia | native-country_El-Salvador | -0.00138 | 0.00138 | 0.00721 | -0.0208 |
| 4600 | native-country_Hong | native-country_India | -0.00138 | 0.00138 | 0.00343 | 0.0207 |
| 2886 | occupation_Transport-moving | native-country_Yugoslavia | 0.00138 | 0.00138 | -0.0215 | 0.00696 |
| 4067 | native-country_Cuba | ageGRP_3_[30,40] | 0.00138 | 0.00138 | 0.00283 | 0.0568 |
| 3997 | native-country_Columbia | native-country_Nicaragua | -0.00138 | 0.00138 | -0.0206 | -0.0138 |
| 4440 | native-country_Guatemala | native-country_Peru | -0.00137 | 0.00137 | -0.0201 | -0.0127 |
| 2639 | occupation_Protective-serv | native-country_Guatemala | -0.00137 | 0.00137 | 0.0281 | -0.0201 |
| 4082 | native-country_Dominican-Republic | native-country_Ecuador | -0.00136 | 0.00136 | -0.023 | -0.00672 |
| 4758 | native-country_Ireland | native-country_Jamaica | -0.00136 | 0.00136 | -0.00206 | -0.0137 |
| 2491 | occupation_Priv-house-serv | native-country_Honduras | -0.00136 | 0.00136 | -0.0371 | -0.00766 |
| 2775 | occupation_Tech-support | native-country_Canada | -0.00136 | 0.00136 | 0.0257 | 0.0116 |
| 2350 | occupation_Machine-op-inspct | native-country_Philippines | 0.00136 | 0.00136 | -0.0694 | 0.0123 |
| 1761 | occupation_? | native-country_Holand-Netherlands | -0.00136 | 0.00136 | -0.0786 | -0.00312 |
| 4406 | native-country_Greece | native-country_Vietnam | -0.00136 | 0.00136 | 0.00245 | -0.0176 |
| 4313 | native-country_France | native-country_Vietnam | -0.00136 | 0.00136 | 0.0121 | -0.0176 |
| 4348 | native-country_Germany | native-country_Outlying-US(Guam-USVI-etc) | -0.00135 | 0.00135 | 0.0122 | -0.0117 |
| 3902 | native-country_Canada | native-country_Yugoslavia | -0.00135 | 0.00135 | 0.0116 | 0.00696 |
| 2582 | occupation_Prof-specialty | native-country_Poland | -0.00135 | 0.00135 | 0.186 | -0.0041 |
| 265 | workclass_? | native-country_Holand-Netherlands | -0.00135 | 0.00135 | -0.0782 | -0.00312 |
| 4770 | native-country_Ireland | native-country_South | -0.00135 | 0.00135 | -0.00206 | -0.00474 |
| 1041 | workclass_Without-pay | native-country_Germany | -0.00135 | 0.00135 | -0.0117 | 0.0122 |
| 4869 | native-country_Japan | native-country_Peru | -0.00135 | 0.00135 | 0.0149 | -0.0127 |
| 3824 | native-country_Cambodia | native-country_India | -0.00134 | 0.00134 | 0.00721 | 0.0207 |
| 4698 | native-country_India | native-country_Trinadad&Tobago | -0.00134 | 0.00134 | 0.0207 | -0.00766 |
| 4040 | native-country_Cuba | native-country_Hong | -0.00134 | 0.00134 | 0.00283 | 0.00343 |
| 4213 | native-country_El-Salvador | native-country_Thailand | -0.00134 | 0.00134 | -0.0208 | -0.00408 |
| 4201 | native-country_El-Salvador | native-country_Laos | -0.00134 | 0.00134 | -0.0208 | -0.00713 |
| 5112 | native-country_Portugal | native-country_Taiwan | -0.00134 | 0.00134 | -0.0105 | 0.014 |
| 546 | workclass_Never-worked | race_Other | -0.00134 | 0.00134 | -0.00826 | -0.0318 |
| 4475 | native-country_Haiti | native-country_Iran | -0.00134 | 0.00134 | -0.0129 | 0.0151 |
| 2851 | occupation_Transport-moving | native-country_Dominican-Republic | -0.00133 | 0.00133 | -0.0215 | -0.023 |
| 5026 | native-country_Peru | native-country_Poland | -0.00133 | 0.00133 | -0.0127 | -0.0041 |
| 4166 | native-country_Ecuador | native-country_Vietnam | -0.00133 | 0.00133 | -0.00672 | -0.0176 |
| 1238 | marital-status_Married-AF-spouse | native-country_Jamaica | -0.00133 | 0.00133 | 0.0121 | -0.0137 |
| 4379 | native-country_Greece | native-country_Guatemala | -0.00132 | 0.00132 | 0.00245 | -0.0201 |
| 4286 | native-country_France | native-country_Guatemala | -0.00132 | 0.00132 | 0.0121 | -0.0201 |
| 1576 | marital-status_Separated | native-country_China | -0.00132 | 0.00132 | -0.0744 | 0.00291 |
| 1250 | marital-status_Married-AF-spouse | native-country_South | -0.00132 | 0.00132 | 0.0121 | -0.00474 |
| 3999 | native-country_Columbia | native-country_Peru | -0.00132 | 0.00132 | -0.0206 | -0.0127 |
| 4685 | native-country_India | native-country_Laos | -0.00131 | 0.00131 | 0.0207 | -0.00713 |
| 1257 | marital-status_Married-AF-spouse | ageGRP_1_[0,20] | 0.00131 | 0.00131 | 0.0121 | -0.159 |
| 4061 | native-country_Cuba | native-country_Trinadad&Tobago | -0.00131 | 0.00131 | 0.00283 | -0.00766 |
| 5142 | native-country_Puerto-Rico | native-country_Yugoslavia | -0.00131 | 0.00131 | -0.0188 | 0.00696 |
| 4963 | native-country_Mexico | hours-per-weekGRP_5_[60,INF) | 0.00131 | 0.00131 | -0.0629 | 0.0541 |
| 4242 | native-country_England | native-country_Hong | -0.00131 | 0.00131 | 0.0114 | 0.00343 |
| 5134 | native-country_Portugal | hours-per-weekGRP_5_[60,INF) | -0.00131 | 0.00131 | -0.0105 | 0.0541 |
| 4697 | native-country_India | native-country_Thailand | -0.00131 | 0.00131 | 0.0207 | -0.00408 |
| 3810 | native-country_Cambodia | native-country_Cuba | -0.00131 | 0.00131 | 0.00721 | 0.00283 |
| 4336 | native-country_Germany | native-country_Honduras | -0.0013 | 0.0013 | 0.0122 | -0.00766 |
| 4338 | native-country_Germany | native-country_Hungary | -0.0013 | 0.0013 | 0.0122 | -0.00047 |
| 4297 | native-country_France | native-country_Japan | -0.0013 | 0.0013 | 0.0121 | 0.0149 |
| 4139 | native-country_Ecuador | native-country_Guatemala | -0.0013 | 0.0013 | -0.00672 | -0.0201 |
| 2509 | occupation_Priv-house-serv | native-country_Scotland | -0.0013 | 0.0013 | -0.0371 | 0.00041 |
| 4390 | native-country_Greece | native-country_Japan | -0.0013 | 0.0013 | 0.00245 | 0.0149 |
| 1945 | occupation_Armed-Forces | native-country_Philippines | -0.0013 | 0.0013 | -0.00504 | 0.0123 |
| 3937 | native-country_China | native-country_Ireland | -0.0013 | 0.0013 | 0.00291 | -0.00206 |
| 3464 | race_Black | native-country_Honduras | -0.00129 | 0.00129 | -0.0891 | -0.00766 |
| 3662 | sex_Female | native-country_Poland | -0.00129 | 0.00129 | -0.216 | -0.0041 |
| 4757 | native-country_Ireland | native-country_Italy | -0.00129 | 0.00129 | -0.00206 | 0.0113 |
| 3721 | sex_Male | native-country_Poland | 0.00129 | 0.00129 | 0.216 | -0.0041 |
| 4397 | native-country_Greece | native-country_Poland | -0.00128 | 0.00128 | 0.00245 | -0.0041 |
| 2336 | occupation_Machine-op-inspct | native-country_Honduras | 0.00128 | 0.00128 | -0.0694 | -0.00766 |
| 4825 | native-country_Italy | hours-per-weekGRP_1_[0,20] | -0.00128 | 0.00128 | 0.0113 | -0.128 |
| 305 | workclass_? | hours-per-weekGRP_2_[20,40] | -0.00128 | 0.00128 | -0.0782 | -0.153 |
| 4972 | native-country_Nicaragua | native-country_Taiwan | -0.00128 | 0.00128 | -0.0138 | 0.014 |
| 882 | workclass_Self-emp-not-inc | native-country_Yugoslavia | -0.00128 | 0.00128 | 0.03 | 0.00696 |
| 1558 | marital-status_Separated | occupation_Tech-support | -0.00128 | 0.00128 | -0.0744 | 0.0257 |
| 1218 | marital-status_Married-AF-spouse | native-country_China | -0.00128 | 0.00128 | 0.0121 | 0.00291 |
| 4150 | native-country_Ecuador | native-country_Japan | -0.00128 | 0.00128 | -0.00672 | 0.0149 |
| 1420 | marital-status_Married-spouse-absent | native-country_Japan | 0.00128 | 0.00128 | -0.0425 | 0.0149 |
| 5145 | native-country_Puerto-Rico | ageGRP_3_[30,40] | 0.00128 | 0.00128 | -0.0188 | 0.0568 |
| 4304 | native-country_France | native-country_Poland | -0.00128 | 0.00128 | 0.0121 | -0.0041 |
| 3889 | native-country_Canada | native-country_Outlying-US(Guam-USVI-etc) | -0.00127 | 0.00127 | 0.0116 | -0.0117 |
| 3980 | native-country_Columbia | native-country_France | -0.00127 | 0.00127 | -0.0206 | 0.0121 |
| 4217 | native-country_El-Salvador | native-country_Yugoslavia | -0.00127 | 0.00127 | -0.0208 | 0.00696 |
| 3982 | native-country_Columbia | native-country_Greece | -0.00127 | 0.00127 | -0.0206 | 0.00245 |
| 2780 | occupation_Tech-support | native-country_Ecuador | 0.00127 | 0.00127 | 0.0257 | -0.00672 |
| 4263 | native-country_England | native-country_Trinadad&Tobago | -0.00127 | 0.00127 | 0.0114 | -0.00766 |
| 4048 | native-country_Cuba | native-country_Laos | -0.00127 | 0.00127 | 0.00283 | -0.00713 |
| 4060 | native-country_Cuba | native-country_Thailand | -0.00127 | 0.00127 | 0.00283 | -0.00408 |
| 3814 | native-country_Cambodia | native-country_England | -0.00127 | 0.00127 | 0.00721 | 0.0114 |
| 1032 | workclass_Without-pay | native-country_Canada | -0.00127 | 0.00127 | -0.0117 | 0.0116 |
| 4096 | native-country_Dominican-Republic | native-country_Ireland | -0.00126 | 0.00126 | -0.023 | -0.00206 |
| 4157 | native-country_Ecuador | native-country_Poland | -0.00126 | 0.00126 | -0.00672 | -0.0041 |
| 1237 | marital-status_Married-AF-spouse | native-country_Italy | -0.00126 | 0.00126 | 0.0121 | 0.0113 |
| 4548 | native-country_Holand-Netherlands | education-numGRP_3_[6,8] | -0.00126 | 0.00126 | -0.00312 | -0.0975 |
| 3457 | race_Black | native-country_England | -0.00126 | 0.00126 | -0.0891 | 0.0114 |
| 4179 | native-country_Ecuador | education-numGRP_6_[13,16) | -0.00126 | 0.00126 | -0.00672 | 0.269 |
| 2860 | occupation_Transport-moving | native-country_Holand-Netherlands | -0.00126 | 0.00126 | -0.0215 | -0.00312 |
| 3977 | native-country_Columbia | native-country_Ecuador | -0.00125 | 0.00125 | -0.0206 | -0.00672 |
| 3251 | relationship_Wife | race_Black | 0.00125 | 0.00125 | 0.123 | -0.0891 |
| 2804 | occupation_Tech-support | native-country_Poland | 0.00125 | 0.00125 | 0.0257 | -0.0041 |
| 3271 | relationship_Wife | native-country_Holand-Netherlands | -0.00125 | 0.00125 | 0.123 | -0.00312 |
| 4354 | native-country_Germany | native-country_Scotland | -0.00125 | 0.00125 | 0.0122 | 0.00041 |
| 3236 | relationship_Unmarried | ageGRP_5_[50,60] | 0.00124 | 0.00124 | -0.143 | 0.119 |
| 4604 | native-country_Hong | native-country_Jamaica | -0.00124 | 0.00124 | 0.00343 | -0.0137 |
| 4250 | native-country_England | native-country_Laos | -0.00124 | 0.00124 | 0.0114 | -0.00713 |
| 4175 | native-country_Ecuador | education-numGRP_2_[4,6] | -0.00124 | 0.00124 | -0.00672 | -0.0904 |
| 4487 | native-country_Haiti | native-country_Portugal | -0.00124 | 0.00124 | -0.0129 | -0.0105 |
| 4262 | native-country_England | native-country_Thailand | -0.00124 | 0.00124 | 0.0114 | -0.00408 |
| 846 | workclass_Self-emp-not-inc | native-country_Cuba | 0.00124 | 0.00124 | 0.03 | 0.00283 |
| 5123 | native-country_Portugal | ageGRP_6_[60,INF) | 0.00124 | 0.00124 | -0.0105 | -0.00294 |
| 1063 | workclass_Without-pay | native-country_Puerto-Rico | -0.00123 | 0.00123 | -0.0117 | -0.0188 |
| 1969 | occupation_Armed-Forces | hours-per-weekGRP_1_[0,20] | 0.00123 | 0.00123 | -0.00504 | -0.128 |
| 1221 | marital-status_Married-AF-spouse | native-country_Dominican-Republic | -0.00123 | 0.00123 | 0.0121 | -0.023 |
| 4701 | native-country_India | native-country_Yugoslavia | -0.00123 | 0.00123 | 0.0207 | 0.00696 |
| 4730 | native-country_Iran | native-country_Portugal | -0.00123 | 0.00123 | 0.0151 | -0.0105 |
| 4775 | native-country_Ireland | native-country_Vietnam | -0.00123 | 0.00123 | -0.00206 | -0.0176 |
| 2083 | occupation_Exec-managerial | native-country_China | 0.00123 | 0.00123 | 0.215 | 0.00291 |
| 4999 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Puerto-Rico | -0.00123 | 0.00123 | -0.0117 | -0.0188 |
| 4616 | native-country_Hong | native-country_South | -0.00123 | 0.00123 | 0.00343 | -0.00474 |
| 3575 | race_White | native-country_Columbia | 0.00122 | 0.00122 | 0.0852 | -0.0206 |
| 1848 | occupation_Adm-clerical | native-country_Hong | -0.00122 | 0.00122 | -0.09 | 0.00343 |
| 3877 | native-country_Canada | native-country_Honduras | -0.00122 | 0.00122 | 0.0116 | -0.00766 |
| 3879 | native-country_Canada | native-country_Hungary | -0.00122 | 0.00122 | 0.0116 | -0.00047 |
| 5031 | native-country_Peru | native-country_Taiwan | -0.00122 | 0.00122 | -0.0127 | 0.014 |
| 3828 | native-country_Cambodia | native-country_Jamaica | -0.00121 | 0.00121 | 0.00721 | -0.0137 |
| 2979 | relationship_Not-in-family | race_Amer-Indian-Eskimo | 0.00121 | 0.00121 | -0.189 | -0.0287 |
| 3671 | sex_Female | native-country_Vietnam | 0.00121 | 0.00121 | -0.216 | -0.0176 |
| 4844 | native-country_Jamaica | native-country_Trinadad&Tobago | -0.00121 | 0.00121 | -0.0137 | -0.00766 |
| 3730 | sex_Male | native-country_Vietnam | -0.00121 | 0.00121 | 0.216 | -0.0176 |
| 4432 | native-country_Guatemala | native-country_Ireland | -0.00121 | 0.00121 | -0.0201 | -0.00206 |
| 1255 | marital-status_Married-AF-spouse | native-country_Vietnam | -0.00121 | 0.00121 | 0.0121 | -0.0176 |
| 8 | CapitalGainPositive | workclass_State-gov | -0.0012 | 0.0012 | 0.266 | 0.0148 |
| 4064 | native-country_Cuba | native-country_Yugoslavia | -0.0012 | 0.0012 | 0.00283 | 0.00696 |
| 4547 | native-country_Holand-Netherlands | education-numGRP_2_[4,6] | -0.0012 | 0.0012 | -0.00312 | -0.0904 |
| 3840 | native-country_Cambodia | native-country_South | -0.0012 | 0.0012 | 0.00721 | -0.00474 |
| 5186 | native-country_South | native-country_Trinadad&Tobago | -0.0012 | 0.0012 | -0.00474 | -0.00766 |
| 2411 | occupation_Other-service | native-country_Guatemala | 0.0012 | 0.0012 | -0.156 | -0.0201 |
| 4855 | native-country_Jamaica | education-numGRP_2_[4,6] | 0.0012 | 0.0012 | -0.0137 | -0.0904 |
| 4759 | native-country_Ireland | native-country_Japan | -0.00119 | 0.00119 | -0.00206 | 0.0149 |
| 2650 | occupation_Protective-serv | native-country_Japan | -0.00119 | 0.00119 | 0.0281 | 0.0149 |
| 4204 | native-country_El-Salvador | native-country_Outlying-US(Guam-USVI-etc) | -0.00119 | 0.00119 | -0.0208 | -0.0117 |
| 4482 | native-country_Haiti | native-country_Nicaragua | -0.00119 | 0.00119 | -0.0129 | -0.0138 |
| 3933 | native-country_China | native-country_Hong | -0.00119 | 0.00119 | 0.00291 | 0.00343 |
| 593 | workclass_Never-worked | ageGRP_2_[20,30] | 0.00119 | 0.00119 | -0.00826 | -0.213 |
| 1038 | workclass_Without-pay | native-country_El-Salvador | -0.00119 | 0.00119 | -0.0117 | -0.0208 |
| 4309 | native-country_France | native-country_Taiwan | -0.00118 | 0.00118 | 0.0121 | 0.014 |
| 1228 | marital-status_Married-AF-spouse | native-country_Guatemala | -0.00118 | 0.00118 | 0.0121 | -0.0201 |
| 4725 | native-country_Iran | native-country_Nicaragua | -0.00118 | 0.00118 | 0.0151 | -0.0138 |
| 4573 | native-country_Honduras | native-country_Puerto-Rico | -0.00118 | 0.00118 | -0.00766 | -0.0188 |
| 4402 | native-country_Greece | native-country_Taiwan | -0.00118 | 0.00118 | 0.00245 | 0.014 |
| 4654 | native-country_Hungary | native-country_Puerto-Rico | -0.00118 | 0.00118 | -0.00047 | -0.0188 |
| 4603 | native-country_Hong | native-country_Italy | -0.00118 | 0.00118 | 0.00343 | 0.0113 |
| 4831 | native-country_Jamaica | native-country_Laos | -0.00117 | 0.00117 | -0.0137 | -0.00713 |
| 4843 | native-country_Jamaica | native-country_Thailand | -0.00117 | 0.00117 | -0.0137 | -0.00408 |
| 4766 | native-country_Ireland | native-country_Poland | -0.00117 | 0.00117 | -0.00206 | -0.0041 |
| 4908 | native-country_Laos | native-country_South | -0.00117 | 0.00117 | -0.00713 | -0.00474 |
| 3895 | native-country_Canada | native-country_Scotland | -0.00117 | 0.00117 | 0.0116 | 0.00041 |
| 153 | CapitalLossPositive | native-country_Cuba | -0.00117 | 0.00117 | 0.139 | 0.00283 |
| 4266 | native-country_England | native-country_Yugoslavia | -0.00117 | 0.00117 | 0.0114 | 0.00696 |
| 5185 | native-country_South | native-country_Thailand | -0.00117 | 0.00117 | -0.00474 | -0.00408 |
| 2705 | occupation_Sales | native-country_Cuba | -0.00117 | 0.00117 | 0.0237 | 0.00283 |
| 1239 | marital-status_Married-AF-spouse | native-country_Japan | -0.00116 | 0.00116 | 0.0121 | 0.0149 |
| 4162 | native-country_Ecuador | native-country_Taiwan | -0.00116 | 0.00116 | -0.00672 | 0.014 |
| 3991 | native-country_Columbia | native-country_Ireland | -0.00116 | 0.00116 | -0.0206 | -0.00206 |
| 1028 | workclass_Without-pay | sex_Female | 0.00116 | 0.00116 | -0.0117 | -0.216 |
| 2328 | occupation_Machine-op-inspct | native-country_El-Salvador | -0.00116 | 0.00116 | -0.0694 | -0.0208 |
| 1029 | workclass_Without-pay | sex_Male | -0.00116 | 0.00116 | -0.0117 | 0.216 |
| 3808 | native-country_Cambodia | native-country_China | -0.00116 | 0.00116 | 0.00721 | 0.00291 |
| 2256 | occupation_Handlers-cleaners | native-country_Holand-Netherlands | -0.00116 | 0.00116 | -0.0873 | -0.00312 |
| 3954 | native-country_China | native-country_Trinadad&Tobago | -0.00116 | 0.00116 | 0.00291 | -0.00766 |
| 4744 | native-country_Iran | ageGRP_5_[50,60] | -0.00115 | 0.00115 | 0.0151 | 0.119 |
| 2793 | occupation_Tech-support | native-country_Iran | -0.00115 | 0.00115 | 0.0257 | 0.0151 |
| 489 | workclass_Local-gov | native-country_Trinadad&Tobago | -0.00115 | 0.00115 | 0.0331 | -0.00766 |
| 4809 | native-country_Italy | native-country_Trinadad&Tobago | -0.00115 | 0.00115 | 0.0113 | -0.00766 |
| 1049 | workclass_Without-pay | native-country_India | -0.00115 | 0.00115 | -0.0117 | 0.0207 |
| 2127 | occupation_Exec-managerial | ageGRP_6_[60,INF) | -0.00115 | 0.00115 | 0.215 | -0.00294 |
| 580 | workclass_Never-worked | native-country_Philippines | -0.00115 | 0.00115 | -0.00826 | 0.0123 |
| 4688 | native-country_India | native-country_Outlying-US(Guam-USVI-etc) | -0.00115 | 0.00115 | 0.0207 | -0.0117 |
| 3827 | native-country_Cambodia | native-country_Italy | -0.00115 | 0.00115 | 0.00721 | 0.0113 |
| 4092 | native-country_Dominican-Republic | native-country_Hong | -0.00115 | 0.00115 | -0.023 | 0.00343 |
| 5021 | native-country_Outlying-US(Guam-USVI-etc) | hours-per-weekGRP_2_[20,40] | 0.00115 | 0.00115 | -0.0117 | -0.153 |
| 1246 | marital-status_Married-AF-spouse | native-country_Poland | -0.00114 | 0.00114 | 0.0121 | -0.0041 |
| 5135 | native-country_Puerto-Rico | native-country_Scotland | -0.00114 | 0.00114 | -0.0188 | 0.00041 |
| 4194 | native-country_El-Salvador | native-country_Hungary | -0.00114 | 0.00114 | -0.0208 | -0.00047 |
| 3017 | relationship_Not-in-family | native-country_Poland | 0.00114 | 0.00114 | -0.189 | -0.0041 |
| 4192 | native-country_El-Salvador | native-country_Honduras | -0.00114 | 0.00114 | -0.0208 | -0.00766 |
| 4484 | native-country_Haiti | native-country_Peru | -0.00114 | 0.00114 | -0.0129 | -0.0127 |
| 3941 | native-country_China | native-country_Laos | -0.00113 | 0.00113 | 0.00291 | -0.00713 |
| 4621 | native-country_Hong | native-country_Vietnam | -0.00113 | 0.00113 | 0.00343 | -0.0176 |
| 1454 | marital-status_Married-spouse-absent | hours-per-weekGRP_5_[60,INF) | 0.00113 | 0.00113 | -0.0425 | 0.0541 |
| 1495 | marital-status_Never-married | native-country_France | -0.00113 | 0.00113 | -0.318 | 0.0121 |
| 4374 | native-country_Germany | hours-per-weekGRP_1_[0,20] | 0.00113 | 0.00113 | 0.0122 | -0.128 |
| 2253 | occupation_Handlers-cleaners | native-country_Greece | -0.00113 | 0.00113 | -0.0873 | 0.00245 |
| 3953 | native-country_China | native-country_Thailand | -0.00113 | 0.00113 | 0.00291 | -0.00408 |
| 1219 | marital-status_Married-AF-spouse | native-country_Columbia | -0.00113 | 0.00113 | 0.0121 | -0.0206 |
| 951 | workclass_State-gov | native-country_Holand-Netherlands | -0.00113 | 0.00113 | 0.0148 | -0.00312 |
| 5101 | native-country_Poland | education-numGRP_4_[8,10] | -0.00113 | 0.00113 | -0.0041 | -0.176 |
| 1896 | occupation_Armed-Forces | occupation_Priv-house-serv | -0.00113 | 0.00113 | -0.00504 | -0.0371 |
| 3811 | native-country_Cambodia | native-country_Dominican-Republic | -0.00112 | 0.00112 | 0.00721 | -0.023 |
| 4113 | native-country_Dominican-Republic | native-country_Trinadad&Tobago | -0.00112 | 0.00112 | -0.023 | -0.00766 |
| 5228 | native-country_Taiwan | hours-per-weekGRP_5_[60,INF) | 0.00112 | 0.00112 | 0.014 | 0.0541 |
| 4727 | native-country_Iran | native-country_Peru | -0.00112 | 0.00112 | 0.0151 | -0.0127 |
| 947 | workclass_State-gov | native-country_Germany | -0.00112 | 0.00112 | 0.0148 | 0.0122 |
| 4051 | native-country_Cuba | native-country_Outlying-US(Guam-USVI-etc) | -0.00112 | 0.00112 | 0.00283 | -0.0117 |
| 1035 | workclass_Without-pay | native-country_Cuba | -0.00112 | 0.00112 | -0.0117 | 0.00283 |
| 4808 | native-country_Italy | native-country_Thailand | -0.00111 | 0.00111 | 0.0113 | -0.00408 |
| 4847 | native-country_Jamaica | native-country_Yugoslavia | -0.00111 | 0.00111 | -0.0137 | 0.00696 |
| 355 | workclass_Federal-gov | native-country_Columbia | 0.00111 | 0.00111 | 0.0594 | -0.0206 |
| 4640 | native-country_Hungary | native-country_India | -0.00111 | 0.00111 | -0.00047 | 0.0207 |
| 2841 | occupation_Transport-moving | race_Other | 0.00111 | 0.00111 | -0.0215 | -0.0318 |
| 4559 | native-country_Honduras | native-country_India | -0.00111 | 0.00111 | -0.00766 | 0.0207 |
| 4919 | native-country_Laos | ageGRP_5_[50,60] | -0.00111 | 0.00111 | -0.00713 | 0.119 |
| 4796 | native-country_Italy | native-country_Laos | -0.00111 | 0.00111 | 0.0113 | -0.00713 |
| 1595 | marital-status_Separated | native-country_Italy | -0.00111 | 0.00111 | -0.0744 | 0.0113 |
| 2150 | occupation_Farming-fishing | relationship_Other-relative | 0.0011 | 0.0011 | -0.0519 | -0.0837 |
| 5251 | native-country_Trinadad&Tobago | native-country_Vietnam | -0.0011 | 0.0011 | -0.00766 | -0.0176 |
| 3845 | native-country_Cambodia | native-country_Vietnam | -0.0011 | 0.0011 | 0.00721 | -0.0176 |
| 4210 | native-country_El-Salvador | native-country_Scotland | -0.0011 | 0.0011 | -0.0208 | 0.00041 |
| 5189 | native-country_South | native-country_Yugoslavia | -0.0011 | 0.0011 | -0.00474 | 0.00696 |
| 4428 | native-country_Guatemala | native-country_Hong | -0.0011 | 0.0011 | -0.0201 | 0.00343 |
| 4380 | native-country_Greece | native-country_Haiti | -0.0011 | 0.0011 | 0.00245 | -0.0129 |
| 3692 | sex_Male | native-country_Canada | 0.0011 | 0.0011 | 0.216 | 0.0116 |
| 3633 | sex_Female | native-country_Canada | -0.0011 | 0.0011 | -0.216 | 0.0116 |
| 4287 | native-country_France | native-country_Haiti | -0.0011 | 0.0011 | 0.0121 | -0.0129 |
| 4253 | native-country_England | native-country_Outlying-US(Guam-USVI-etc) | -0.00109 | 0.00109 | 0.0114 | -0.0117 |
| 4968 | native-country_Nicaragua | native-country_Portugal | -0.00109 | 0.00109 | -0.0138 | -0.0105 |
| 1039 | workclass_Without-pay | native-country_England | -0.00109 | 0.00109 | -0.0117 | 0.0114 |
| 1801 | occupation_? | hours-per-weekGRP_2_[20,40] | -0.00109 | 0.00109 | -0.0786 | -0.153 |
| 4112 | native-country_Dominican-Republic | native-country_Thailand | -0.00109 | 0.00109 | -0.023 | -0.00408 |
| 4100 | native-country_Dominican-Republic | native-country_Laos | -0.00109 | 0.00109 | -0.023 | -0.00713 |
| 4386 | native-country_Greece | native-country_Iran | -0.00109 | 0.00109 | 0.00245 | 0.0151 |
| 4293 | native-country_France | native-country_Iran | -0.00109 | 0.00109 | 0.0121 | 0.0151 |
| 1926 | occupation_Armed-Forces | native-country_Germany | -0.00108 | 0.00108 | -0.00504 | 0.0122 |
| 4771 | native-country_Ireland | native-country_Taiwan | -0.00108 | 0.00108 | -0.00206 | 0.014 |
| 4041 | native-country_Cuba | native-country_Hungary | -0.00108 | 0.00108 | 0.00283 | -0.00047 |
| 4605 | native-country_Hong | native-country_Japan | -0.00108 | 0.00108 | 0.00343 | 0.0149 |
| 4039 | native-country_Cuba | native-country_Honduras | -0.00108 | 0.00108 | 0.00283 | -0.00766 |
| 5214 | native-country_Taiwan | ageGRP_3_[30,40] | 0.00108 | 0.00108 | 0.014 | 0.0568 |
| 4140 | native-country_Ecuador | native-country_Haiti | -0.00108 | 0.00108 | -0.00672 | -0.0129 |
| 4913 | native-country_Laos | native-country_Vietnam | -0.00107 | 0.00107 | -0.00713 | -0.0176 |
| 5231 | native-country_Thailand | native-country_Vietnam | -0.00107 | 0.00107 | -0.00408 | -0.0176 |
| 4612 | native-country_Hong | native-country_Poland | -0.00107 | 0.00107 | 0.00343 | -0.0041 |
| 3375 | race_Amer-Indian-Eskimo | hours-per-weekGRP_1_[0,20] | -0.00107 | 0.00107 | -0.0287 | -0.128 |
| 3957 | native-country_China | native-country_Yugoslavia | -0.00107 | 0.00107 | 0.00291 | 0.00696 |
| 4146 | native-country_Ecuador | native-country_Iran | -0.00107 | 0.00107 | -0.00672 | 0.0151 |
| 54 | CapitalGainPositive | native-country_England | 0.00107 | 0.00107 | 0.266 | 0.0114 |
| 4449 | native-country_Guatemala | native-country_Trinadad&Tobago | -0.00107 | 0.00107 | -0.0201 | -0.00766 |
| 3163 | relationship_Own-child | native-country_Vietnam | 0.00107 | 0.00107 | -0.229 | -0.0176 |
| 4694 | native-country_India | native-country_Scotland | -0.00107 | 0.00107 | 0.0207 | 0.00041 |
| 3818 | native-country_Cambodia | native-country_Guatemala | -0.00107 | 0.00107 | 0.00721 | -0.0201 |
| 3987 | native-country_Columbia | native-country_Hong | -0.00106 | 0.00106 | -0.0206 | 0.00343 |
| 4546 | native-country_Holand-Netherlands | education-numGRP_1_[1,4] | -0.00106 | 0.00106 | -0.00312 | -0.0835 |
| 4878 | native-country_Japan | native-country_Trinadad&Tobago | -0.00106 | 0.00106 | 0.0149 | -0.00766 |
| 1750 | occupation_? | native-country_Columbia | -0.00106 | 0.00106 | -0.0786 | -0.0206 |
| 3829 | native-country_Cambodia | native-country_Japan | -0.00106 | 0.00106 | 0.00721 | 0.0149 |
| 2026 | occupation_Craft-repair | native-country_Outlying-US(Guam-USVI-etc) | 0.00106 | 0.00106 | -0.0126 | -0.0117 |
| 1251 | marital-status_Married-AF-spouse | native-country_Taiwan | -0.00105 | 0.00105 | 0.0121 | 0.014 |
| 4812 | native-country_Italy | native-country_Yugoslavia | -0.00105 | 0.00105 | 0.0113 | 0.00696 |
| 4241 | native-country_England | native-country_Honduras | -0.00105 | 0.00105 | 0.0114 | -0.00766 |
| 3379 | race_Amer-Indian-Eskimo | hours-per-weekGRP_5_[60,INF) | -0.00105 | 0.00105 | -0.0287 | 0.0541 |
| 4243 | native-country_England | native-country_Hungary | -0.00105 | 0.00105 | 0.0114 | -0.00047 |
| 950 | workclass_State-gov | native-country_Haiti | 0.00105 | 0.00105 | 0.0148 | -0.0129 |
| 4436 | native-country_Guatemala | native-country_Laos | -0.00104 | 0.00104 | -0.0201 | -0.00713 |
| 4057 | native-country_Cuba | native-country_Scotland | -0.00104 | 0.00104 | 0.00283 | 0.00041 |
| 4448 | native-country_Guatemala | native-country_Thailand | -0.00104 | 0.00104 | -0.0201 | -0.00408 |
| 4556 | native-country_Holand-Netherlands | hours-per-weekGRP_5_[60,INF) | -0.00104 | 0.00104 | -0.00312 | 0.0541 |
| 3836 | native-country_Cambodia | native-country_Poland | -0.00104 | 0.00104 | 0.00721 | -0.0041 |
| 760 | workclass_Self-emp-inc | native-country_Holand-Netherlands | -0.00104 | 0.00104 | 0.139 | -0.00312 |
| 1053 | workclass_Without-pay | native-country_Jamaica | -0.00104 | 0.00104 | -0.0117 | -0.0137 |
| 4834 | native-country_Jamaica | native-country_Outlying-US(Guam-USVI-etc) | -0.00104 | 0.00104 | -0.0137 | -0.0117 |
| 5088 | native-country_Poland | native-country_Trinadad&Tobago | -0.00104 | 0.00104 | -0.0041 | -0.00766 |
| 5027 | native-country_Peru | native-country_Portugal | -0.00104 | 0.00104 | -0.0127 | -0.0105 |
| 1065 | workclass_Without-pay | native-country_South | -0.00103 | 0.00103 | -0.0117 | -0.00474 |
| 38 | CapitalGainPositive | race_Amer-Indian-Eskimo | -0.00103 | 0.00103 | 0.266 | -0.0287 |
| 4865 | native-country_Japan | native-country_Laos | -0.00103 | 0.00103 | 0.0149 | -0.00713 |
| 4116 | native-country_Dominican-Republic | native-country_Yugoslavia | -0.00103 | 0.00103 | -0.023 | 0.00696 |
| 4075 | native-country_Cuba | education-numGRP_5_[10,13] | -0.00103 | 0.00103 | 0.00283 | 0.163 |
| 467 | workclass_Local-gov | native-country_Honduras | 0.00103 | 0.00103 | 0.0331 | -0.00766 |
| 3809 | native-country_Cambodia | native-country_Columbia | -0.00103 | 0.00103 | 0.00721 | -0.0206 |
| 5001 | native-country_Outlying-US(Guam-USVI-etc) | native-country_South | -0.00103 | 0.00103 | -0.0117 | -0.00474 |
| 4877 | native-country_Japan | native-country_Thailand | -0.00103 | 0.00103 | 0.0149 | -0.00408 |
| 4008 | native-country_Columbia | native-country_Trinadad&Tobago | -0.00103 | 0.00103 | -0.0206 | -0.00766 |
| 1917 | occupation_Armed-Forces | native-country_Canada | -0.00102 | 0.00102 | -0.00504 | 0.0116 |
| 254 | workclass_? | native-country_Columbia | -0.00102 | 0.00102 | -0.0782 | -0.0206 |
| 1407 | marital-status_Married-spouse-absent | native-country_Germany | 0.00102 | 0.00102 | -0.0425 | 0.0122 |
| 4904 | native-country_Laos | native-country_Poland | -0.00101 | 0.00101 | -0.00713 | -0.0041 |
| 4305 | native-country_France | native-country_Portugal | -0.00101 | 0.00101 | 0.0121 | -0.0105 |
| 5289 | native-country_Vietnam | native-country_Yugoslavia | -0.00101 | 0.00101 | -0.0176 | 0.00696 |
| 3400 | race_Asian-Pac-Islander | native-country_Holand-Netherlands | -0.00101 | 0.00101 | 0.0105 | -0.00312 |
| 5087 | native-country_Poland | native-country_Thailand | -0.00101 | 0.00101 | -0.0041 | -0.00408 |
| 4259 | native-country_England | native-country_Scotland | -0.00101 | 0.00101 | 0.0114 | 0.00041 |
| 851 | workclass_Self-emp-not-inc | native-country_France | -0.00101 | 0.00101 | 0.03 | 0.0121 |
| 2237 | occupation_Handlers-cleaners | race_Other | 0.00101 | 0.00101 | -0.0873 | -0.0318 |
| 4398 | native-country_Greece | native-country_Portugal | -0.00101 | 0.00101 | 0.00245 | -0.0105 |
| 1033 | workclass_Without-pay | native-country_China | -0.001 | 0.001 | -0.0117 | 0.00291 |
| 4563 | native-country_Honduras | native-country_Jamaica | -0.001 | 0.001 | -0.00766 | -0.0137 |
| 5012 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_5_[50,60] | 0.001 | 0.001 | -0.0117 | 0.119 |
| 4007 | native-country_Columbia | native-country_Thailand | -0.001 | 0.001 | -0.0206 | -0.00408 |
| 4476 | native-country_Haiti | native-country_Ireland | -0.001 | 0.001 | -0.0129 | -0.00206 |
| 1588 | marital-status_Separated | native-country_Holand-Netherlands | -0.001 | 0.001 | -0.0744 | -0.00312 |
| 4319 | native-country_France | ageGRP_5_[50,60] | 0.001 | 0.001 | 0.0121 | 0.119 |
| 3995 | native-country_Columbia | native-country_Laos | -0.001 | 0.001 | -0.0206 | -0.00713 |
| 1850 | occupation_Adm-clerical | native-country_India | -0.001 | 0.001 | -0.09 | 0.0207 |
| 4965 | native-country_Nicaragua | native-country_Peru | -0.001 | 0.001 | -0.0138 | -0.0127 |
| 4644 | native-country_Hungary | native-country_Jamaica | -0.001 | 0.001 | -0.00047 | -0.0137 |
| 3944 | native-country_China | native-country_Outlying-US(Guam-USVI-etc) | -0.001 | 0.001 | 0.00291 | -0.0117 |
| 349 | workclass_Federal-gov | sex_Female | -0.00099 | 0.00099 | 0.0594 | -0.216 |
| 4158 | native-country_Ecuador | native-country_Portugal | -0.00099 | 0.00099 | -0.00672 | -0.0105 |
| 350 | workclass_Federal-gov | sex_Male | 0.00099 | 0.00099 | 0.0594 | 0.216 |
| 1489 | marital-status_Never-married | native-country_Columbia | 0.00099 | 0.00099 | -0.318 | -0.0206 |
| 4656 | native-country_Hungary | native-country_South | -0.00099 | 0.00099 | -0.00047 | -0.00474 |
| 1948 | occupation_Armed-Forces | native-country_Puerto-Rico | -0.00099 | 0.00099 | -0.00504 | -0.0188 |
| 1520 | marital-status_Never-married | native-country_South | 0.00099 | 0.00099 | -0.318 | -0.00474 |
| 2418 | occupation_Other-service | native-country_Iran | -0.00099 | 0.00099 | -0.156 | 0.0151 |
| 531 | workclass_Never-worked | occupation_Priv-house-serv | -0.00099 | 0.00099 | -0.00826 | -0.0371 |
| 4719 | native-country_Iran | native-country_Ireland | -0.00099 | 0.00099 | 0.0151 | -0.00206 |
| 4575 | native-country_Honduras | native-country_South | -0.00099 | 0.00099 | -0.00766 | -0.00474 |
| 1675 | marital-status_Widowed | native-country_Holand-Netherlands | -0.00098 | 0.00098 | -0.0644 | -0.00312 |
| 4452 | native-country_Guatemala | native-country_Yugoslavia | -0.00098 | 0.00098 | -0.0201 | 0.00696 |
| 5307 | native-country_Yugoslavia | ageGRP_1_[0,20] | -0.00098 | 0.00098 | 0.00696 | -0.159 |
| 4617 | native-country_Hong | native-country_Taiwan | -0.00098 | 0.00098 | 0.00343 | 0.014 |
| 2176 | occupation_Farming-fishing | native-country_Holand-Netherlands | -0.00098 | 0.00098 | -0.0519 | -0.00312 |
| 5262 | native-country_Trinadad&Tobago | education-numGRP_4_[8,10] | -0.00098 | 0.00098 | -0.00766 | -0.176 |
| 4799 | native-country_Italy | native-country_Outlying-US(Guam-USVI-etc) | -0.00098 | 0.00098 | 0.0113 | -0.0117 |
| 1052 | workclass_Without-pay | native-country_Italy | -0.00098 | 0.00098 | -0.0117 | 0.0113 |
| 4330 | native-country_France | hours-per-weekGRP_4_[50,60] | -0.00098 | 0.00098 | 0.0121 | 0.131 |
| 1229 | marital-status_Married-AF-spouse | native-country_Haiti | -0.00098 | 0.00098 | 0.0121 | -0.0129 |
| 2579 | occupation_Prof-specialty | native-country_Outlying-US(Guam-USVI-etc) | 0.00098 | 0.00098 | 0.186 | -0.0117 |
| 4881 | native-country_Japan | native-country_Yugoslavia | -0.00097 | 0.00097 | 0.0149 | 0.00696 |
| 2622 | occupation_Protective-serv | race_Other | -0.00097 | 0.00097 | 0.0281 | -0.0318 |
| 366 | workclass_Federal-gov | native-country_Holand-Netherlands | -0.00097 | 0.00097 | 0.0594 | -0.00312 |
| 4300 | native-country_France | native-country_Nicaragua | -0.00097 | 0.00097 | 0.0121 | -0.0138 |
| 1235 | marital-status_Married-AF-spouse | native-country_Iran | -0.00097 | 0.00097 | 0.0121 | 0.0151 |
| 4393 | native-country_Greece | native-country_Nicaragua | -0.00097 | 0.00097 | 0.00245 | -0.0138 |
| 4785 | native-country_Ireland | education-numGRP_3_[6,8] | -0.00097 | 0.00097 | -0.00206 | -0.0975 |
| 4929 | native-country_Laos | hours-per-weekGRP_3_[40,50] | -0.00096 | 0.00096 | -0.00713 | 0.172 |
| 4103 | native-country_Dominican-Republic | native-country_Outlying-US(Guam-USVI-etc) | -0.00096 | 0.00096 | -0.023 | -0.0117 |
| 5208 | native-country_Taiwan | native-country_Trinadad&Tobago | -0.00096 | 0.00096 | 0.014 | -0.00766 |
| 1036 | workclass_Without-pay | native-country_Dominican-Republic | -0.00096 | 0.00096 | -0.0117 | -0.023 |
| 5247 | native-country_Thailand | hours-per-weekGRP_3_[40,50] | -0.00096 | 0.00096 | -0.00408 | 0.172 |
| 3932 | native-country_China | native-country_Honduras | -0.00096 | 0.00096 | 0.00291 | -0.00766 |
| 3934 | native-country_China | native-country_Hungary | -0.00096 | 0.00096 | 0.00291 | -0.00047 |
| 3841 | native-country_Cambodia | native-country_Taiwan | -0.00096 | 0.00096 | 0.00721 | 0.014 |
| 4840 | native-country_Jamaica | native-country_Scotland | -0.00096 | 0.00096 | -0.0137 | 0.00041 |
| 1923 | occupation_Armed-Forces | native-country_El-Salvador | -0.00095 | 0.00095 | -0.00504 | -0.0208 |
| 5160 | native-country_Scotland | native-country_South | -0.00095 | 0.00095 | 0.00041 | -0.00474 |
| 5091 | native-country_Poland | native-country_Yugoslavia | -0.00095 | 0.00095 | -0.0041 | 0.00696 |
| 2788 | occupation_Tech-support | native-country_Holand-Netherlands | -0.00095 | 0.00095 | 0.0257 | -0.00312 |
| 4153 | native-country_Ecuador | native-country_Nicaragua | -0.00095 | 0.00095 | -0.00672 | -0.0138 |
| 4562 | native-country_Honduras | native-country_Italy | -0.00095 | 0.00095 | -0.00766 | 0.0113 |
| 561 | workclass_Never-worked | native-country_Germany | -0.00095 | 0.00095 | -0.00826 | 0.0122 |
| 4643 | native-country_Hungary | native-country_Italy | -0.00095 | 0.00095 | -0.00047 | 0.0113 |
| 3417 | race_Asian-Pac-Islander | native-country_Portugal | -0.00094 | 0.00094 | 0.0105 | -0.0105 |
| 5006 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Vietnam | -0.00094 | 0.00094 | -0.0117 | -0.0176 |
| 4011 | native-country_Columbia | native-country_Yugoslavia | -0.00094 | 0.00094 | -0.0206 | 0.00696 |
| 1070 | workclass_Without-pay | native-country_Vietnam | -0.00094 | 0.00094 | -0.0117 | -0.0176 |
| 5207 | native-country_Taiwan | native-country_Thailand | -0.00093 | 0.00093 | 0.014 | -0.00408 |
| 4909 | native-country_Laos | native-country_Taiwan | -0.00093 | 0.00093 | -0.00713 | 0.014 |
| 4091 | native-country_Dominican-Republic | native-country_Honduras | -0.00093 | 0.00093 | -0.023 | -0.00766 |
| 2248 | occupation_Handlers-cleaners | native-country_Ecuador | -0.00093 | 0.00093 | -0.0873 | -0.00672 |
| 4093 | native-country_Dominican-Republic | native-country_Hungary | -0.00093 | 0.00093 | -0.023 | -0.00047 |
| 2154 | occupation_Farming-fishing | race_Amer-Indian-Eskimo | 0.00093 | 0.00093 | -0.0519 | -0.0287 |
| 4767 | native-country_Ireland | native-country_Portugal | -0.00092 | 0.00092 | -0.00206 | -0.0105 |
| 3950 | native-country_China | native-country_Scotland | -0.00092 | 0.00092 | 0.00291 | 0.00041 |
| 1853 | occupation_Adm-clerical | native-country_Italy | -0.00092 | 0.00092 | -0.09 | 0.0113 |
| 1043 | workclass_Without-pay | native-country_Guatemala | -0.00092 | 0.00092 | -0.0117 | -0.0201 |
| 4439 | native-country_Guatemala | native-country_Outlying-US(Guam-USVI-etc) | -0.00092 | 0.00092 | -0.0201 | -0.0117 |
| 3910 | native-country_Canada | education-numGRP_2_[4,6] | -0.00092 | 0.00092 | 0.0116 | -0.0904 |
| 4302 | native-country_France | native-country_Peru | -0.00092 | 0.00092 | 0.0121 | -0.0127 |
| 1934 | occupation_Armed-Forces | native-country_India | -0.00092 | 0.00092 | -0.00504 | 0.0207 |
| 4395 | native-country_Greece | native-country_Peru | -0.00092 | 0.00092 | 0.00245 | -0.0127 |
| 4580 | native-country_Honduras | native-country_Vietnam | -0.00091 | 0.00091 | -0.00766 | -0.0176 |
| 4868 | native-country_Japan | native-country_Outlying-US(Guam-USVI-etc) | -0.00091 | 0.00091 | 0.0149 | -0.0117 |
| 1054 | workclass_Without-pay | native-country_Japan | -0.00091 | 0.00091 | -0.0117 | 0.0149 |
| 4805 | native-country_Italy | native-country_Scotland | -0.00091 | 0.00091 | 0.0113 | 0.00041 |
| 1144 | marital-status_Divorced | native-country_Ireland | -0.00091 | 0.00091 | -0.127 | -0.00206 |
| 1272 | marital-status_Married-AF-spouse | hours-per-weekGRP_4_[50,60] | 0.00091 | 0.00091 | 0.0121 | 0.131 |
| 4472 | native-country_Haiti | native-country_Hong | -0.00091 | 0.00091 | -0.0129 | 0.00343 |
| 4155 | native-country_Ecuador | native-country_Peru | -0.00091 | 0.00091 | -0.00672 | -0.0127 |
| 4661 | native-country_Hungary | native-country_Vietnam | -0.00091 | 0.00091 | -0.00047 | -0.0176 |
| 1920 | occupation_Armed-Forces | native-country_Cuba | -0.0009 | 0.0009 | -0.00504 | 0.00283 |
| 552 | workclass_Never-worked | native-country_Canada | -0.0009 | 0.0009 | -0.00826 | 0.0116 |
| 4366 | native-country_Germany | ageGRP_5_[50,60] | 0.0009 | 0.0009 | 0.0122 | 0.119 |
| 1247 | marital-status_Married-AF-spouse | native-country_Portugal | -0.0009 | 0.0009 | 0.0121 | -0.0105 |
| 4601 | native-country_Hong | native-country_Iran | -0.0009 | 0.0009 | 0.00343 | 0.0151 |
| 4500 | native-country_Haiti | ageGRP_4_[40,50] | -0.00089 | 0.00089 | -0.0129 | 0.17 |
| 4493 | native-country_Haiti | native-country_Trinadad&Tobago | -0.00089 | 0.00089 | -0.0129 | -0.00766 |
| 1667 | marital-status_Widowed | native-country_Ecuador | 0.00089 | 0.00089 | -0.0644 | -0.00672 |
| 1061 | workclass_Without-pay | native-country_Poland | -0.00089 | 0.00089 | -0.0117 | -0.0041 |
| 4427 | native-country_Guatemala | native-country_Honduras | -0.00089 | 0.00089 | -0.0201 | -0.00766 |
| 3819 | native-country_Cambodia | native-country_Haiti | -0.00089 | 0.00089 | 0.00721 | -0.0129 |
| 4109 | native-country_Dominican-Republic | native-country_Scotland | -0.00089 | 0.00089 | -0.023 | 0.00041 |
| 4285 | native-country_France | native-country_Greece | -0.00089 | 0.00089 | 0.0121 | 0.00245 |
| 4997 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Poland | -0.00089 | 0.00089 | -0.0117 | -0.0041 |
| 4429 | native-country_Guatemala | native-country_Hungary | -0.00089 | 0.00089 | -0.0201 | -0.00047 |
| 159 | CapitalLossPositive | native-country_Germany | -0.00088 | 0.00088 | 0.139 | 0.0122 |
| 4762 | native-country_Ireland | native-country_Nicaragua | -0.00088 | 0.00088 | -0.00206 | -0.0138 |
| 1924 | occupation_Armed-Forces | native-country_England | -0.00088 | 0.00088 | -0.00504 | 0.0114 |
| 4736 | native-country_Iran | native-country_Trinadad&Tobago | -0.00088 | 0.00088 | 0.0151 | -0.00766 |
| 3825 | native-country_Cambodia | native-country_Iran | -0.00088 | 0.00088 | 0.00721 | 0.0151 |
| 361 | workclass_Federal-gov | native-country_France | 0.00088 | 0.00088 | 0.0594 | 0.0121 |
| 4136 | native-country_Ecuador | native-country_France | -0.00088 | 0.00088 | -0.00672 | 0.0121 |
| 807 | workclass_Self-emp-not-inc | marital-status_Married-AF-spouse | 0.00088 | 0.00088 | 0.03 | 0.0121 |
| 4230 | native-country_El-Salvador | hours-per-weekGRP_1_[0,20] | 0.00088 | 0.00088 | -0.0208 | -0.128 |
| 5211 | native-country_Taiwan | native-country_Yugoslavia | -0.00088 | 0.00088 | 0.014 | 0.00696 |
| 4138 | native-country_Ecuador | native-country_Greece | -0.00088 | 0.00088 | -0.00672 | 0.00245 |
| 1034 | workclass_Without-pay | native-country_Columbia | -0.00088 | 0.00088 | -0.0117 | -0.0206 |
| 3998 | native-country_Columbia | native-country_Outlying-US(Guam-USVI-etc) | -0.00088 | 0.00088 | -0.0206 | -0.0117 |
| 4480 | native-country_Haiti | native-country_Laos | -0.00087 | 0.00087 | -0.0129 | -0.00713 |
| 4492 | native-country_Haiti | native-country_Thailand | -0.00087 | 0.00087 | -0.0129 | -0.00408 |
| 4645 | native-country_Hungary | native-country_Japan | -0.00087 | 0.00087 | -0.00047 | 0.0149 |
| 1503 | marital-status_Never-married | native-country_Hungary | -0.00087 | 0.00087 | -0.318 | -0.00047 |
| 1501 | marital-status_Never-married | native-country_Honduras | -0.00087 | 0.00087 | -0.318 | -0.00766 |
| 583 | workclass_Never-worked | native-country_Puerto-Rico | -0.00087 | 0.00087 | -0.00826 | -0.0188 |
| 5165 | native-country_Scotland | native-country_Vietnam | -0.00087 | 0.00087 | 0.00041 | -0.0176 |
| 5172 | native-country_Scotland | ageGRP_6_[60,INF) | 0.00087 | 0.00087 | 0.00041 | -0.00294 |
| 4564 | native-country_Honduras | native-country_Japan | -0.00087 | 0.00087 | -0.00766 | 0.0149 |
| 4068 | native-country_Cuba | ageGRP_4_[40,50] | 0.00087 | 0.00087 | 0.00283 | 0.17 |
| 2773 | occupation_Tech-support | native-country_? | -0.00086 | 0.00086 | 0.0257 | 0.00304 |
| 1710 | marital-status_Widowed | education-numGRP_3_[6,8] | -0.00086 | 0.00086 | -0.0644 | -0.0975 |
| 4652 | native-country_Hungary | native-country_Poland | -0.00086 | 0.00086 | -0.00047 | -0.0041 |
| 1009 | workclass_Without-pay | occupation_Machine-op-inspct | 0.00086 | 0.00086 | -0.0117 | -0.0694 |
| 1242 | marital-status_Married-AF-spouse | native-country_Nicaragua | -0.00086 | 0.00086 | 0.0121 | -0.0138 |
| 1910 | occupation_Armed-Forces | race_Black | 0.00086 | 0.00086 | -0.00504 | -0.0891 |
| 4735 | native-country_Iran | native-country_Thailand | -0.00086 | 0.00086 | 0.0151 | -0.00408 |
| 4723 | native-country_Iran | native-country_Laos | -0.00086 | 0.00086 | 0.0151 | -0.00713 |
| 4571 | native-country_Honduras | native-country_Poland | -0.00086 | 0.00086 | -0.00766 | -0.0041 |
| 3383 | race_Asian-Pac-Islander | sex_Female | 0.00086 | 0.00086 | 0.0105 | -0.216 |
| 3384 | race_Asian-Pac-Islander | sex_Male | -0.00086 | 0.00086 | 0.0105 | 0.216 |
| 2183 | occupation_Farming-fishing | native-country_Italy | -0.00086 | 0.00086 | -0.0519 | 0.0113 |
| 5042 | native-country_Peru | ageGRP_6_[60,INF) | -0.00085 | 0.00085 | -0.0127 | -0.00294 |
| 4445 | native-country_Guatemala | native-country_Scotland | -0.00085 | 0.00085 | -0.0201 | 0.00041 |
| 3986 | native-country_Columbia | native-country_Honduras | -0.00085 | 0.00085 | -0.0206 | -0.00766 |
| 3988 | native-country_Columbia | native-country_Hungary | -0.00085 | 0.00085 | -0.0206 | -0.00047 |
| 5122 | native-country_Portugal | ageGRP_5_[50,60] | 0.00085 | 0.00085 | -0.0105 | 0.119 |
| 2080 | occupation_Exec-managerial | native-country_? | 0.00084 | 0.00084 | 0.215 | 0.00304 |
| 1156 | marital-status_Divorced | native-country_Puerto-Rico | -0.00084 | 0.00084 | -0.127 | -0.0188 |
| 4613 | native-country_Hong | native-country_Portugal | -0.00084 | 0.00084 | 0.00343 | -0.0105 |
| 558 | workclass_Never-worked | native-country_El-Salvador | -0.00084 | 0.00084 | -0.00826 | -0.0208 |
| 2934 | relationship_Husband | native-country_Hungary | -0.00084 | 0.00084 | 0.401 | -0.00047 |
| 4874 | native-country_Japan | native-country_Scotland | -0.00084 | 0.00084 | 0.0149 | 0.00041 |
| 4764 | native-country_Ireland | native-country_Peru | -0.00084 | 0.00084 | -0.00206 | -0.0127 |
| 476 | workclass_Local-gov | native-country_Laos | -0.00084 | 0.00084 | 0.0331 | -0.00713 |
| 1950 | occupation_Armed-Forces | native-country_South | -0.00083 | 0.00083 | -0.00504 | -0.00474 |
| 1938 | occupation_Armed-Forces | native-country_Jamaica | -0.00083 | 0.00083 | -0.00504 | -0.0137 |
| 4080 | native-country_Cuba | hours-per-weekGRP_4_[50,60] | -0.00083 | 0.00083 | 0.00283 | 0.131 |
| 1066 | workclass_Without-pay | native-country_Taiwan | -0.00082 | 0.00082 | -0.0117 | 0.014 |
| 4004 | native-country_Columbia | native-country_Scotland | -0.00082 | 0.00082 | -0.0206 | 0.00041 |
| 5002 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Taiwan | -0.00082 | 0.00082 | -0.0117 | 0.014 |
| 1244 | marital-status_Married-AF-spouse | native-country_Peru | -0.00082 | 0.00082 | 0.0121 | -0.0127 |
| 5084 | native-country_Poland | native-country_Scotland | -0.00082 | 0.00082 | -0.0041 | 0.00041 |
| 4497 | native-country_Haiti | ageGRP_1_[0,20] | -0.00082 | 0.00082 | -0.0129 | -0.159 |
| 4496 | native-country_Haiti | native-country_Yugoslavia | -0.00082 | 0.00082 | -0.0129 | 0.00696 |
| 946 | workclass_State-gov | native-country_France | -0.00082 | 0.00082 | 0.0148 | 0.0121 |
| 4987 | native-country_Nicaragua | education-numGRP_4_[8,10] | 0.00081 | 0.00081 | -0.0138 | -0.176 |
| 4294 | native-country_France | native-country_Ireland | -0.00081 | 0.00081 | 0.0121 | -0.00206 |
| 569 | workclass_Never-worked | native-country_India | -0.00081 | 0.00081 | -0.00826 | 0.0207 |
| 3837 | native-country_Cambodia | native-country_Portugal | -0.00081 | 0.00081 | 0.00721 | -0.0105 |
| 3221 | relationship_Unmarried | native-country_Poland | -0.00081 | 0.00081 | -0.143 | -0.0041 |
| 5114 | native-country_Portugal | native-country_Trinadad&Tobago | -0.00081 | 0.00081 | -0.0105 | -0.00766 |
| 4739 | native-country_Iran | native-country_Yugoslavia | -0.00081 | 0.00081 | 0.0151 | 0.00696 |
| 1863 | occupation_Adm-clerical | native-country_Portugal | -0.00081 | 0.00081 | -0.09 | -0.0105 |
| 4387 | native-country_Greece | native-country_Ireland | -0.00081 | 0.00081 | 0.00245 | -0.00206 |
| 2025 | occupation_Craft-repair | native-country_Nicaragua | -0.0008 | 0.0008 | -0.0126 | -0.0138 |
| 4014 | native-country_Columbia | ageGRP_3_[30,40] | -0.0008 | 0.0008 | -0.0206 | 0.0568 |
| 4608 | native-country_Hong | native-country_Nicaragua | -0.0008 | 0.0008 | 0.00343 | -0.0138 |
| 4147 | native-country_Ecuador | native-country_Ireland | -0.0008 | 0.0008 | -0.00672 | -0.00206 |
| 1918 | occupation_Armed-Forces | native-country_China | -0.0008 | 0.0008 | -0.00504 | 0.00291 |
| 4585 | native-country_Honduras | ageGRP_4_[40,50] | 0.00079 | 0.00079 | -0.00766 | 0.17 |
| 4576 | native-country_Honduras | native-country_Taiwan | -0.00079 | 0.00079 | -0.00766 | 0.014 |
| 4524 | native-country_Holand-Netherlands | native-country_Mexico | -0.00079 | 0.00079 | -0.00312 | -0.0629 |
| 2641 | occupation_Protective-serv | native-country_Holand-Netherlands | -0.00079 | 0.00079 | 0.0281 | -0.00312 |
| 1937 | occupation_Armed-Forces | native-country_Italy | -0.00079 | 0.00079 | -0.00504 | 0.0113 |
| 1225 | marital-status_Married-AF-spouse | native-country_France | -0.00079 | 0.00079 | 0.0121 | 0.0121 |
| 555 | workclass_Never-worked | native-country_Cuba | -0.00079 | 0.00079 | -0.00826 | 0.00283 |
| 1227 | marital-status_Married-AF-spouse | native-country_Greece | -0.00079 | 0.00079 | 0.0121 | 0.00245 |
| 4905 | native-country_Laos | native-country_Portugal | -0.00079 | 0.00079 | -0.00713 | -0.0105 |
| 4657 | native-country_Hungary | native-country_Taiwan | -0.00079 | 0.00079 | -0.00047 | 0.014 |
| 5113 | native-country_Portugal | native-country_Thailand | -0.00079 | 0.00079 | -0.0105 | -0.00408 |
| 4974 | native-country_Nicaragua | native-country_Trinadad&Tobago | -0.00078 | 0.00078 | -0.0138 | -0.00766 |
| 5266 | native-country_Trinadad&Tobago | hours-per-weekGRP_2_[20,40] | 0.00078 | 0.00078 | -0.00766 | -0.153 |
| 2941 | relationship_Husband | native-country_Laos | -0.00078 | 0.00078 | 0.401 | -0.00713 |
| 5312 | native-country_Yugoslavia | ageGRP_6_[60,INF) | -0.00078 | 0.00078 | 0.00696 | -0.00294 |
| 1222 | marital-status_Married-AF-spouse | native-country_Ecuador | -0.00078 | 0.00078 | 0.0121 | -0.00672 |
| 3832 | native-country_Cambodia | native-country_Nicaragua | -0.00078 | 0.00078 | 0.00721 | -0.0138 |
| 559 | workclass_Never-worked | native-country_England | -0.00077 | 0.00077 | -0.00826 | 0.0114 |
| 1921 | occupation_Armed-Forces | native-country_Dominican-Republic | -0.00077 | 0.00077 | -0.00504 | -0.023 |
| 4610 | native-country_Hong | native-country_Peru | -0.00077 | 0.00077 | 0.00343 | -0.0127 |
| 3150 | relationship_Own-child | native-country_Nicaragua | -0.00077 | 0.00077 | -0.229 | -0.0138 |
| 3077 | relationship_Other-relative | native-country_Italy | -0.00076 | 0.00076 | -0.0837 | 0.0113 |
| 3067 | relationship_Other-relative | native-country_Greece | 0.00076 | 0.00076 | -0.0837 | 0.00245 |
| 1955 | occupation_Armed-Forces | native-country_Vietnam | -0.00076 | 0.00076 | -0.00504 | -0.0176 |
| 3655 | sex_Female | native-country_Japan | -0.00076 | 0.00076 | -0.216 | 0.0149 |
| 4973 | native-country_Nicaragua | native-country_Thailand | -0.00076 | 0.00076 | -0.0138 | -0.00408 |
| 4900 | native-country_Laos | native-country_Nicaragua | -0.00076 | 0.00076 | -0.00713 | -0.0138 |
| 1044 | workclass_Without-pay | native-country_Haiti | -0.00076 | 0.00076 | -0.0117 | -0.0129 |
| 4483 | native-country_Haiti | native-country_Outlying-US(Guam-USVI-etc) | -0.00076 | 0.00076 | -0.0129 | -0.0117 |
| 5161 | native-country_Scotland | native-country_Taiwan | -0.00076 | 0.00076 | 0.00041 | 0.014 |
| 3714 | sex_Male | native-country_Japan | 0.00076 | 0.00076 | 0.216 | 0.0149 |
| 1125 | marital-status_Divorced | native-country_Canada | -0.00075 | 0.00075 | -0.127 | 0.0116 |
| 5033 | native-country_Peru | native-country_Trinadad&Tobago | -0.00075 | 0.00075 | -0.0127 | -0.00766 |
| 3763 | native-country_? | native-country_Holand-Netherlands | -0.00075 | 0.00075 | 0.00304 | -0.00312 |
| 3834 | native-country_Cambodia | native-country_Peru | -0.00075 | 0.00075 | 0.00721 | -0.0127 |
| 1050 | workclass_Without-pay | native-country_Iran | -0.00075 | 0.00075 | -0.0117 | 0.0151 |
| 4823 | native-country_Italy | education-numGRP_5_[10,13] | -0.00075 | 0.00075 | 0.0113 | 0.163 |
| 1202 | marital-status_Married-AF-spouse | relationship_Husband | -0.00075 | 0.00075 | 0.0121 | 0.401 |
| 4726 | native-country_Iran | native-country_Outlying-US(Guam-USVI-etc) | -0.00075 | 0.00075 | 0.0151 | -0.0117 |
| 5117 | native-country_Portugal | native-country_Yugoslavia | -0.00075 | 0.00075 | -0.0105 | 0.00696 |
| 2923 | relationship_Husband | native-country_Ecuador | -0.00074 | 0.00074 | 0.401 | -0.00672 |
| 4383 | native-country_Greece | native-country_Hong | -0.00074 | 0.00074 | 0.00245 | 0.00343 |
| 4471 | native-country_Haiti | native-country_Honduras | -0.00074 | 0.00074 | -0.0129 | -0.00766 |
| 1928 | occupation_Armed-Forces | native-country_Guatemala | -0.00074 | 0.00074 | -0.00504 | -0.0201 |
| 4290 | native-country_France | native-country_Hong | -0.00074 | 0.00074 | 0.0121 | 0.00343 |
| 4473 | native-country_Haiti | native-country_Hungary | -0.00074 | 0.00074 | -0.0129 | -0.00047 |
| 2640 | occupation_Protective-serv | native-country_Haiti | 0.00074 | 0.00074 | 0.0281 | -0.0129 |
| 573 | workclass_Never-worked | native-country_Jamaica | -0.00073 | 0.00073 | -0.00826 | -0.0137 |
| 4143 | native-country_Ecuador | native-country_Hong | -0.00073 | 0.00073 | -0.00672 | 0.00343 |
| 4560 | native-country_Honduras | native-country_Iran | -0.00073 | 0.00073 | -0.00766 | 0.0151 |
| 3521 | race_Other | native-country_Germany | -0.00073 | 0.00073 | -0.0318 | 0.0122 |
| 1939 | occupation_Armed-Forces | native-country_Japan | -0.00073 | 0.00073 | -0.00504 | 0.0149 |
| 2786 | occupation_Tech-support | native-country_Guatemala | 0.00073 | 0.00073 | 0.0257 | -0.0201 |
| 5032 | native-country_Peru | native-country_Thailand | -0.00073 | 0.00073 | -0.0127 | -0.00408 |
| 5076 | native-country_Philippines | education-numGRP_6_[13,16) | 0.00073 | 0.00073 | 0.0123 | 0.269 |
| 4902 | native-country_Laos | native-country_Peru | -0.00073 | 0.00073 | -0.00713 | -0.0127 |
| 4641 | native-country_Hungary | native-country_Iran | -0.00073 | 0.00073 | -0.00047 | 0.0151 |
| 585 | workclass_Never-worked | native-country_South | -0.00073 | 0.00073 | -0.00826 | -0.00474 |
| 1236 | marital-status_Married-AF-spouse | native-country_Ireland | -0.00072 | 0.00072 | 0.0121 | -0.00206 |
| 4311 | native-country_France | native-country_Trinadad&Tobago | -0.00072 | 0.00072 | 0.0121 | -0.00766 |
| 4404 | native-country_Greece | native-country_Trinadad&Tobago | -0.00072 | 0.00072 | 0.00245 | -0.00766 |
| 4365 | native-country_Germany | ageGRP_4_[40,50] | 0.00072 | 0.00072 | 0.0122 | 0.17 |
| 3815 | native-country_Cambodia | native-country_France | -0.00072 | 0.00072 | 0.00721 | 0.0121 |
| 3817 | native-country_Cambodia | native-country_Greece | -0.00072 | 0.00072 | 0.00721 | 0.00245 |
| 4977 | native-country_Nicaragua | native-country_Yugoslavia | -0.00072 | 0.00072 | -0.0138 | 0.00696 |
| 3296 | relationship_Wife | native-country_Vietnam | -0.00072 | 0.00072 | 0.123 | -0.0176 |
| 478 | workclass_Local-gov | native-country_Nicaragua | -0.00072 | 0.00072 | 0.0331 | -0.0138 |
| 4164 | native-country_Ecuador | native-country_Trinadad&Tobago | -0.00071 | 0.00071 | -0.00672 | -0.00766 |
| 1946 | occupation_Armed-Forces | native-country_Poland | -0.00071 | 0.00071 | -0.00504 | -0.0041 |
| 1919 | occupation_Armed-Forces | native-country_Columbia | -0.00071 | 0.00071 | -0.00504 | -0.0206 |
| 3812 | native-country_Cambodia | native-country_Ecuador | -0.00071 | 0.00071 | 0.00721 | -0.00672 |
| 1763 | occupation_? | native-country_Hong | -0.00071 | 0.00071 | -0.0786 | 0.00343 |
| 4489 | native-country_Haiti | native-country_Scotland | -0.00071 | 0.00071 | -0.0129 | 0.00041 |
| 4998 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Portugal | -0.0007 | 0.0007 | -0.0117 | -0.0105 |
| 484 | workclass_Local-gov | native-country_Puerto-Rico | -0.0007 | 0.0007 | 0.0331 | -0.0188 |
| 4183 | native-country_Ecuador | hours-per-weekGRP_4_[50,60] | -0.0007 | 0.0007 | -0.00672 | 0.131 |
| 4403 | native-country_Greece | native-country_Thailand | -0.0007 | 0.0007 | 0.00245 | -0.00408 |
| 4732 | native-country_Iran | native-country_Scotland | -0.0007 | 0.0007 | 0.0151 | 0.00041 |
| 2802 | occupation_Tech-support | native-country_Peru | 0.0007 | 0.0007 | 0.0257 | -0.0127 |
| 572 | workclass_Never-worked | native-country_Italy | -0.0007 | 0.0007 | -0.00826 | 0.0113 |
| 1062 | workclass_Without-pay | native-country_Portugal | -0.0007 | 0.0007 | -0.0117 | -0.0105 |
| 4391 | native-country_Greece | native-country_Laos | -0.0007 | 0.0007 | 0.00245 | -0.00713 |
| 4298 | native-country_France | native-country_Laos | -0.0007 | 0.0007 | 0.0121 | -0.00713 |
| 553 | workclass_Never-worked | native-country_China | -0.0007 | 0.0007 | -0.00826 | 0.00291 |
| 4310 | native-country_France | native-country_Thailand | -0.0007 | 0.0007 | 0.0121 | -0.00408 |
| 4151 | native-country_Ecuador | native-country_Laos | -0.00069 | 0.00069 | -0.00672 | -0.00713 |
| 1670 | marital-status_Widowed | native-country_France | 0.00069 | 0.00069 | -0.0644 | 0.0121 |
| 1201 | marital-status_Married-AF-spouse | occupation_Transport-moving | -0.00069 | 0.00069 | 0.0121 | -0.0215 |
| 4163 | native-country_Ecuador | native-country_Thailand | -0.00069 | 0.00069 | -0.00672 | -0.00408 |
| 2171 | occupation_Farming-fishing | native-country_France | 0.00069 | 0.00069 | -0.0519 | 0.0121 |
| 2193 | occupation_Farming-fishing | native-country_Portugal | -0.00069 | 0.00069 | -0.0519 | -0.0105 |
| 267 | workclass_? | native-country_Hong | -0.00069 | 0.00069 | -0.0782 | 0.00343 |
| 1672 | marital-status_Widowed | native-country_Greece | 0.00069 | 0.00069 | -0.0644 | 0.00245 |
| 556 | workclass_Never-worked | native-country_Dominican-Republic | -0.00068 | 0.00068 | -0.00826 | -0.023 |
| 5167 | native-country_Scotland | ageGRP_1_[0,20] | 0.00068 | 0.00068 | 0.00041 | -0.159 |
| 5036 | native-country_Peru | native-country_Yugoslavia | -0.00068 | 0.00068 | -0.0127 | 0.00696 |
| 4923 | native-country_Laos | education-numGRP_3_[6,8] | 0.00067 | 0.00067 | -0.00713 | -0.0975 |
| 1344 | marital-status_Married-civ-spouse | native-country_Trinadad&Tobago | 0.00067 | 0.00067 | 0.445 | -0.00766 |
| 1057 | workclass_Without-pay | native-country_Nicaragua | -0.00067 | 0.00067 | -0.0117 | -0.0138 |
| 4964 | native-country_Nicaragua | native-country_Outlying-US(Guam-USVI-etc) | -0.00067 | 0.00067 | -0.0138 | -0.0117 |
| 5241 | native-country_Thailand | education-numGRP_3_[6,8] | 0.00067 | 0.00067 | -0.00408 | -0.0975 |
| 590 | workclass_Never-worked | native-country_Vietnam | -0.00067 | 0.00067 | -0.00826 | -0.0176 |
| 4602 | native-country_Hong | native-country_Ireland | -0.00067 | 0.00067 | 0.00343 | -0.00206 |
| 4572 | native-country_Honduras | native-country_Portugal | -0.00067 | 0.00067 | -0.00766 | -0.0105 |
| 4630 | native-country_Hong | education-numGRP_2_[4,6] | 0.00067 | 0.00067 | 0.00343 | -0.0904 |
| 4505 | native-country_Haiti | education-numGRP_3_[6,8] | -0.00067 | 0.00067 | -0.0129 | -0.0975 |
| 4653 | native-country_Hungary | native-country_Portugal | -0.00067 | 0.00067 | -0.00047 | -0.0105 |
| 4773 | native-country_Ireland | native-country_Trinadad&Tobago | -0.00066 | 0.00066 | -0.00206 | -0.00766 |
| 1951 | occupation_Armed-Forces | native-country_Taiwan | -0.00066 | 0.00066 | -0.00504 | 0.014 |
| 3826 | native-country_Cambodia | native-country_Ireland | -0.00066 | 0.00066 | 0.00721 | -0.00206 |
| 4407 | native-country_Greece | native-country_Yugoslavia | -0.00066 | 0.00066 | 0.00245 | 0.00696 |
| 1232 | marital-status_Married-AF-spouse | native-country_Hong | -0.00066 | 0.00066 | 0.0121 | 0.00343 |
| 4314 | native-country_France | native-country_Yugoslavia | -0.00066 | 0.00066 | 0.0121 | 0.00696 |
| 4167 | native-country_Ecuador | native-country_Yugoslavia | -0.00065 | 0.00065 | -0.00672 | 0.00696 |
| 5195 | native-country_South | ageGRP_6_[60,INF) | 0.00065 | 0.00065 | -0.00474 | -0.00294 |
| 5110 | native-country_Portugal | native-country_Scotland | -0.00065 | 0.00065 | -0.0105 | 0.00041 |
| 4567 | native-country_Honduras | native-country_Nicaragua | -0.00065 | 0.00065 | -0.00766 | -0.0138 |
| 563 | workclass_Never-worked | native-country_Guatemala | -0.00065 | 0.00065 | -0.00826 | -0.0201 |
| 4648 | native-country_Hungary | native-country_Nicaragua | -0.00065 | 0.00065 | -0.00047 | -0.0138 |
| 1478 | marital-status_Never-married | race_Amer-Indian-Eskimo | 0.00065 | 0.00065 | -0.318 | -0.0287 |
| 169 | CapitalLossPositive | native-country_Ireland | -0.00064 | 0.00064 | 0.139 | -0.00206 |
| 1253 | marital-status_Married-AF-spouse | native-country_Trinadad&Tobago | -0.00064 | 0.00064 | 0.0121 | -0.00766 |
| 4316 | native-country_France | ageGRP_2_[20,30] | -0.00064 | 0.00064 | 0.0121 | -0.213 |
| 574 | workclass_Never-worked | native-country_Japan | -0.00064 | 0.00064 | -0.00826 | 0.0149 |
| 4772 | native-country_Ireland | native-country_Thailand | -0.00064 | 0.00064 | -0.00206 | -0.00408 |
| 4760 | native-country_Ireland | native-country_Laos | -0.00064 | 0.00064 | -0.00206 | -0.00713 |
| 1059 | workclass_Without-pay | native-country_Peru | -0.00064 | 0.00064 | -0.0117 | -0.0127 |
| 1216 | marital-status_Married-AF-spouse | native-country_Cambodia | -0.00064 | 0.00064 | 0.0121 | 0.00721 |
| 4995 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Peru | -0.00064 | 0.00064 | -0.0117 | -0.0127 |
| 1252 | marital-status_Married-AF-spouse | native-country_Thailand | -0.00063 | 0.00063 | 0.0121 | -0.00408 |
| 1240 | marital-status_Married-AF-spouse | native-country_Laos | -0.00063 | 0.00063 | 0.0121 | -0.00713 |
| 581 | workclass_Never-worked | native-country_Poland | -0.00063 | 0.00063 | -0.00826 | -0.0041 |
| 4017 | native-country_Columbia | ageGRP_6_[60,INF) | -0.00063 | 0.00063 | -0.0206 | -0.00294 |
| 1411 | marital-status_Married-spouse-absent | native-country_Holand-Netherlands | -0.00063 | 0.00063 | -0.0425 | -0.00312 |
| 1040 | workclass_Without-pay | native-country_France | -0.00062 | 0.00062 | -0.0117 | 0.0121 |
| 4301 | native-country_France | native-country_Outlying-US(Guam-USVI-etc) | -0.00062 | 0.00062 | 0.0121 | -0.0117 |
| 554 | workclass_Never-worked | native-country_Columbia | -0.00062 | 0.00062 | -0.00826 | -0.0206 |
| 4569 | native-country_Honduras | native-country_Peru | -0.00062 | 0.00062 | -0.00766 | -0.0127 |
| 1042 | workclass_Without-pay | native-country_Greece | -0.00062 | 0.00062 | -0.0117 | 0.00245 |
| 4394 | native-country_Greece | native-country_Outlying-US(Guam-USVI-etc) | -0.00062 | 0.00062 | 0.00245 | -0.0117 |
| 4650 | native-country_Hungary | native-country_Peru | -0.00062 | 0.00062 | -0.00047 | -0.0127 |
| 4970 | native-country_Nicaragua | native-country_Scotland | -0.00062 | 0.00062 | -0.0138 | 0.00041 |
| 4015 | native-country_Columbia | ageGRP_4_[40,50] | 0.00061 | 0.00061 | -0.0206 | 0.17 |
| 1929 | occupation_Armed-Forces | native-country_Haiti | -0.00061 | 0.00061 | -0.00504 | -0.0129 |
| 1037 | workclass_Without-pay | native-country_Ecuador | -0.00061 | 0.00061 | -0.0117 | -0.00672 |
| 4377 | native-country_Germany | hours-per-weekGRP_4_[50,60] | 0.00061 | 0.00061 | 0.0122 | 0.131 |
| 4154 | native-country_Ecuador | native-country_Outlying-US(Guam-USVI-etc) | -0.00061 | 0.00061 | -0.00672 | -0.0117 |
| 1935 | occupation_Armed-Forces | native-country_Iran | -0.0006 | 0.0006 | -0.00504 | 0.0151 |
| 3822 | native-country_Cambodia | native-country_Hong | -0.0006 | 0.0006 | 0.00721 | 0.00343 |
| 4619 | native-country_Hong | native-country_Trinadad&Tobago | -0.0006 | 0.0006 | 0.00343 | -0.00766 |
| 479 | workclass_Local-gov | native-country_Outlying-US(Guam-USVI-etc) | 0.0006 | 0.0006 | 0.0331 | -0.0117 |
| 4776 | native-country_Ireland | native-country_Yugoslavia | -0.0006 | 0.0006 | -0.00206 | 0.00696 |
| 4289 | native-country_France | native-country_Honduras | -0.0006 | 0.0006 | 0.0121 | -0.00766 |
| 4291 | native-country_France | native-country_Hungary | -0.0006 | 0.0006 | 0.0121 | -0.00047 |
| 5120 | native-country_Portugal | ageGRP_3_[30,40] | 0.0006 | 0.0006 | -0.0105 | 0.0568 |
| 4382 | native-country_Greece | native-country_Honduras | -0.0006 | 0.0006 | 0.00245 | -0.00766 |
| 4384 | native-country_Greece | native-country_Hungary | -0.0006 | 0.0006 | 0.00245 | -0.00047 |
| 5029 | native-country_Peru | native-country_Scotland | -0.00059 | 0.00059 | -0.0127 | 0.00041 |
| 4144 | native-country_Ecuador | native-country_Hungary | -0.00059 | 0.00059 | -0.00672 | -0.00047 |
| 4142 | native-country_Ecuador | native-country_Honduras | -0.00059 | 0.00059 | -0.00672 | -0.00766 |
| 1256 | marital-status_Married-AF-spouse | native-country_Yugoslavia | -0.00059 | 0.00059 | 0.0121 | 0.00696 |
| 1271 | marital-status_Married-AF-spouse | hours-per-weekGRP_3_[40,50] | -0.00058 | 0.00058 | 0.0121 | 0.172 |
| 3843 | native-country_Cambodia | native-country_Trinadad&Tobago | -0.00058 | 0.00058 | 0.00721 | -0.00766 |
| 4618 | native-country_Hong | native-country_Thailand | -0.00058 | 0.00058 | 0.00343 | -0.00408 |
| 2357 | occupation_Machine-op-inspct | native-country_Thailand | -0.00058 | 0.00058 | -0.0694 | -0.00408 |
| 2405 | occupation_Other-service | native-country_Ecuador | 0.00058 | 0.00058 | -0.156 | -0.00672 |
| 4606 | native-country_Hong | native-country_Laos | -0.00058 | 0.00058 | 0.00343 | -0.00713 |
| 3697 | sex_Male | native-country_Ecuador | 0.00058 | 0.00058 | 0.216 | -0.00672 |
| 586 | workclass_Never-worked | native-country_Taiwan | -0.00058 | 0.00058 | -0.00826 | 0.014 |
| 3638 | sex_Female | native-country_Ecuador | -0.00058 | 0.00058 | -0.216 | -0.00672 |
| 5066 | native-country_Philippines | ageGRP_2_[20,30] | -0.00058 | 0.00058 | 0.0123 | -0.213 |
| 5229 | native-country_Thailand | native-country_Trinadad&Tobago | -0.00057 | 0.00057 | -0.00408 | -0.00766 |
| 4911 | native-country_Laos | native-country_Trinadad&Tobago | -0.00057 | 0.00057 | -0.00713 | -0.00766 |
| 3842 | native-country_Cambodia | native-country_Thailand | -0.00057 | 0.00057 | 0.00721 | -0.00408 |
| 4400 | native-country_Greece | native-country_Scotland | -0.00057 | 0.00057 | 0.00245 | 0.00041 |
| 4307 | native-country_France | native-country_Scotland | -0.00057 | 0.00057 | 0.0121 | 0.00041 |
| 3830 | native-country_Cambodia | native-country_Laos | -0.00057 | 0.00057 | 0.00721 | -0.00713 |
| 4763 | native-country_Ireland | native-country_Outlying-US(Guam-USVI-etc) | -0.00056 | 0.00056 | -0.00206 | -0.0117 |
| 1051 | workclass_Without-pay | native-country_Ireland | -0.00056 | 0.00056 | -0.0117 | -0.00206 |
| 1947 | occupation_Armed-Forces | native-country_Portugal | -0.00056 | 0.00056 | -0.00504 | -0.0105 |
| 4896 | native-country_Japan | hours-per-weekGRP_3_[40,50] | -0.00056 | 0.00056 | 0.0149 | 0.172 |
| 4160 | native-country_Ecuador | native-country_Scotland | -0.00056 | 0.00056 | -0.00672 | 0.00041 |
| 157 | CapitalLossPositive | native-country_England | -0.00055 | 0.00055 | 0.139 | 0.0114 |
| 996 | workclass_Without-pay | marital-status_Married-AF-spouse | -0.00055 | 0.00055 | -0.0117 | 0.0121 |
| 2031 | occupation_Craft-repair | native-country_Puerto-Rico | -0.00055 | 0.00055 | -0.0126 | -0.0188 |
| 4622 | native-country_Hong | native-country_Yugoslavia | -0.00055 | 0.00055 | 0.00343 | 0.00696 |
| 4910 | native-country_Laos | native-country_Thailand | -0.00055 | 0.00055 | -0.00713 | -0.00408 |
| 1243 | marital-status_Married-AF-spouse | native-country_Outlying-US(Guam-USVI-etc) | -0.00055 | 0.00055 | 0.0121 | -0.0117 |
| 4561 | native-country_Honduras | native-country_Ireland | -0.00054 | 0.00054 | -0.00766 | -0.00206 |
| 3336 | race_Amer-Indian-Eskimo | native-country_Holand-Netherlands | -0.00054 | 0.00054 | -0.0287 | -0.00312 |
| 4642 | native-country_Hungary | native-country_Ireland | -0.00054 | 0.00054 | -0.00047 | -0.00206 |
| 5252 | native-country_Trinadad&Tobago | native-country_Yugoslavia | -0.00054 | 0.00054 | -0.00766 | 0.00696 |
| 564 | workclass_Never-worked | native-country_Haiti | -0.00054 | 0.00054 | -0.00826 | -0.0129 |
| 3846 | native-country_Cambodia | native-country_Yugoslavia | -0.00054 | 0.00054 | 0.00721 | 0.00696 |
| 1942 | occupation_Armed-Forces | native-country_Nicaragua | -0.00054 | 0.00054 | -0.00504 | -0.0138 |
| 498 | workclass_Local-gov | ageGRP_6_[60,INF) | 0.00053 | 0.00053 | 0.0331 | -0.00294 |
| 1231 | marital-status_Married-AF-spouse | native-country_Honduras | -0.00053 | 0.00053 | 0.0121 | -0.00766 |
| 570 | workclass_Never-worked | native-country_Iran | -0.00053 | 0.00053 | -0.00826 | 0.0151 |
| 2776 | occupation_Tech-support | native-country_China | -0.00053 | 0.00053 | 0.0257 | 0.00291 |
| 1233 | marital-status_Married-AF-spouse | native-country_Hungary | -0.00053 | 0.00053 | 0.0121 | -0.00047 |
| 4914 | native-country_Laos | native-country_Yugoslavia | -0.00052 | 0.00052 | -0.00713 | 0.00696 |
| 4769 | native-country_Ireland | native-country_Scotland | -0.00052 | 0.00052 | -0.00206 | 0.00041 |
| 5232 | native-country_Thailand | native-country_Yugoslavia | -0.00052 | 0.00052 | -0.00408 | 0.00696 |
| 3302 | relationship_Wife | ageGRP_5_[50,60] | 0.00052 | 0.00052 | 0.123 | 0.119 |
| 2701 | occupation_Sales | native-country_Cambodia | -0.00052 | 0.00052 | 0.0237 | 0.00721 |
| 1944 | occupation_Armed-Forces | native-country_Peru | -0.00051 | 0.00051 | -0.00504 | -0.0127 |
| 1371 | marital-status_Married-spouse-absent | occupation_Craft-repair | -0.00051 | 0.00051 | -0.0425 | -0.0126 |
| 4609 | native-country_Hong | native-country_Outlying-US(Guam-USVI-etc) | -0.00051 | 0.00051 | 0.00343 | -0.0117 |
| 1047 | workclass_Without-pay | native-country_Hong | -0.00051 | 0.00051 | -0.0117 | 0.00343 |
| 3257 | relationship_Wife | native-country_Cambodia | 0.00051 | 0.00051 | 0.123 | 0.00721 |
| 3525 | race_Other | native-country_Holand-Netherlands | -0.00051 | 0.00051 | -0.0318 | -0.00312 |
| 4370 | native-country_Germany | education-numGRP_3_[6,8] | 0.00051 | 0.00051 | 0.0122 | -0.0975 |
| 1249 | marital-status_Married-AF-spouse | native-country_Scotland | -0.00051 | 0.00051 | 0.0121 | 0.00041 |
| 869 | workclass_Self-emp-not-inc | native-country_Outlying-US(Guam-USVI-etc) | -0.00051 | 0.00051 | 0.03 | -0.0117 |
| 1068 | workclass_Without-pay | native-country_Trinadad&Tobago | -0.0005 | 0.0005 | -0.0117 | -0.00766 |
| 1031 | workclass_Without-pay | native-country_Cambodia | -0.0005 | 0.0005 | -0.0117 | 0.00721 |
| 4852 | native-country_Jamaica | ageGRP_5_[50,60] | -0.0005 | 0.0005 | -0.0137 | 0.119 |
| 3833 | native-country_Cambodia | native-country_Outlying-US(Guam-USVI-etc) | -0.0005 | 0.0005 | 0.00721 | -0.0117 |
| 5004 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Trinadad&Tobago | -0.0005 | 0.0005 | -0.0117 | -0.00766 |
| 4269 | native-country_England | ageGRP_3_[30,40] | 0.0005 | 0.0005 | 0.0114 | 0.0568 |
| 4599 | native-country_Hong | native-country_Hungary | -0.0005 | 0.0005 | 0.00343 | -0.00047 |
| 1927 | occupation_Armed-Forces | native-country_Greece | -0.0005 | 0.0005 | -0.00504 | 0.00245 |
| 4557 | native-country_Honduras | native-country_Hong | -0.0005 | 0.0005 | -0.00766 | 0.00343 |
| 5043 | native-country_Peru | education-numGRP_1_[1,4] | -0.0005 | 0.0005 | -0.0127 | -0.0835 |
| 1925 | occupation_Armed-Forces | native-country_France | -0.0005 | 0.0005 | -0.00504 | 0.0121 |
| 2927 | relationship_Husband | native-country_Germany | -0.00049 | 0.00049 | 0.401 | 0.0122 |
| 902 | workclass_State-gov | marital-status_Married-AF-spouse | 0.00049 | 0.00049 | 0.0148 | 0.0121 |
| 5003 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Thailand | -0.00049 | 0.00049 | -0.0117 | -0.00408 |
| 1087 | workclass_Without-pay | hours-per-weekGRP_4_[50,60] | -0.00049 | 0.00049 | -0.0117 | 0.131 |
| 582 | workclass_Never-worked | native-country_Portugal | -0.00049 | 0.00049 | -0.00826 | -0.0105 |
| 4901 | native-country_Laos | native-country_Outlying-US(Guam-USVI-etc) | -0.00049 | 0.00049 | -0.00713 | -0.0117 |
| 1055 | workclass_Without-pay | native-country_Laos | -0.00049 | 0.00049 | -0.0117 | -0.00713 |
| 1067 | workclass_Without-pay | native-country_Thailand | -0.00049 | 0.00049 | -0.0117 | -0.00408 |
| 1922 | occupation_Armed-Forces | native-country_Ecuador | -0.00049 | 0.00049 | -0.00504 | -0.00672 |
| 383 | workclass_Federal-gov | native-country_Portugal | -0.00049 | 0.00049 | 0.0594 | -0.0105 |
| 2700 | occupation_Sales | native-country_? | 0.00048 | 0.00048 | 0.0237 | 0.00304 |
| 3823 | native-country_Cambodia | native-country_Hungary | -0.00048 | 0.00048 | 0.00721 | -0.00047 |
| 4659 | native-country_Hungary | native-country_Trinadad&Tobago | -0.00048 | 0.00048 | -0.00047 | -0.00766 |
| 769 | workclass_Self-emp-inc | native-country_Japan | -0.00048 | 0.00048 | 0.139 | 0.0149 |
| 3821 | native-country_Cambodia | native-country_Honduras | -0.00048 | 0.00048 | 0.00721 | -0.00766 |
| 4578 | native-country_Honduras | native-country_Trinadad&Tobago | -0.00048 | 0.00048 | -0.00766 | -0.00766 |
| 4615 | native-country_Hong | native-country_Scotland | -0.00048 | 0.00048 | 0.00343 | 0.00041 |
| 4646 | native-country_Hungary | native-country_Laos | -0.00047 | 0.00047 | -0.00047 | -0.00713 |
| 4577 | native-country_Honduras | native-country_Thailand | -0.00047 | 0.00047 | -0.00766 | -0.00408 |
| 904 | workclass_State-gov | marital-status_Married-spouse-absent | 0.00047 | 0.00047 | 0.0148 | -0.0425 |
| 577 | workclass_Never-worked | native-country_Nicaragua | -0.00047 | 0.00047 | -0.00826 | -0.0138 |
| 4565 | native-country_Honduras | native-country_Laos | -0.00047 | 0.00047 | -0.00766 | -0.00713 |
| 4658 | native-country_Hungary | native-country_Thailand | -0.00047 | 0.00047 | -0.00047 | -0.00408 |
| 3354 | race_Amer-Indian-Eskimo | native-country_Puerto-Rico | -0.00047 | 0.00047 | -0.0287 | -0.0188 |
| 1071 | workclass_Without-pay | native-country_Yugoslavia | -0.00046 | 0.00046 | -0.0117 | 0.00696 |
| 5007 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Yugoslavia | -0.00046 | 0.00046 | -0.0117 | 0.00696 |
| 3722 | sex_Male | native-country_Portugal | 0.00046 | 0.00046 | 0.216 | -0.0105 |
| 4717 | native-country_India | hours-per-weekGRP_4_[50,60] | 0.00046 | 0.00046 | 0.0207 | 0.131 |
| 5163 | native-country_Scotland | native-country_Trinadad&Tobago | -0.00046 | 0.00046 | 0.00041 | -0.00766 |
| 3839 | native-country_Cambodia | native-country_Scotland | -0.00046 | 0.00046 | 0.00721 | 0.00041 |
| 4593 | native-country_Honduras | education-numGRP_6_[13,16) | -0.00046 | 0.00046 | -0.00766 | 0.269 |
| 2707 | occupation_Sales | native-country_Ecuador | -0.00046 | 0.00046 | 0.0237 | -0.00672 |
| 1604 | marital-status_Separated | native-country_Poland | 0.00046 | 0.00046 | -0.0744 | -0.0041 |
| 4743 | native-country_Iran | ageGRP_4_[40,50] | -0.00046 | 0.00046 | 0.0151 | 0.17 |
| 3663 | sex_Female | native-country_Portugal | -0.00046 | 0.00046 | -0.216 | -0.0105 |
| 1936 | occupation_Armed-Forces | native-country_Ireland | -0.00045 | 0.00045 | -0.00504 | -0.00206 |
| 5162 | native-country_Scotland | native-country_Thailand | -0.00045 | 0.00045 | 0.00041 | -0.00408 |
| 579 | workclass_Never-worked | native-country_Peru | -0.00045 | 0.00045 | -0.00826 | -0.0127 |
| 4907 | native-country_Laos | native-country_Scotland | -0.00045 | 0.00045 | -0.00713 | 0.00041 |
| 3024 | relationship_Not-in-family | native-country_Trinadad&Tobago | 0.00045 | 0.00045 | -0.189 | -0.00766 |
| 1440 | marital-status_Married-spouse-absent | ageGRP_3_[30,40] | -0.00044 | 0.00044 | -0.0425 | 0.0568 |
| 3397 | race_Asian-Pac-Islander | native-country_Greece | 0.00044 | 0.00044 | 0.0105 | 0.00245 |
| 562 | workclass_Never-worked | native-country_Greece | -0.00044 | 0.00044 | -0.00826 | 0.00245 |
| 4662 | native-country_Hungary | native-country_Yugoslavia | -0.00044 | 0.00044 | -0.00047 | 0.00696 |
| 560 | workclass_Never-worked | native-country_France | -0.00044 | 0.00044 | -0.00826 | 0.0121 |
| 1189 | marital-status_Married-AF-spouse | occupation_Armed-Forces | -0.00044 | 0.00044 | 0.0121 | -0.00504 |
| 4918 | native-country_Laos | ageGRP_4_[40,50] | 0.00044 | 0.00044 | -0.00713 | 0.17 |
| 4581 | native-country_Honduras | native-country_Yugoslavia | -0.00044 | 0.00044 | -0.00766 | 0.00696 |
| 5179 | native-country_Scotland | hours-per-weekGRP_1_[0,20] | -0.00044 | 0.00044 | 0.00041 | -0.128 |
| 4528 | native-country_Holand-Netherlands | native-country_Philippines | -0.00043 | 0.00043 | -0.00312 | 0.0123 |
| 1058 | workclass_Without-pay | native-country_Outlying-US(Guam-USVI-etc) | -0.00043 | 0.00043 | -0.0117 | -0.0117 |
| 5166 | native-country_Scotland | native-country_Yugoslavia | -0.00043 | 0.00043 | 0.00041 | 0.00696 |
| 557 | workclass_Never-worked | native-country_Ecuador | -0.00043 | 0.00043 | -0.00826 | -0.00672 |
| 2631 | occupation_Protective-serv | native-country_Cuba | 0.00043 | 0.00043 | 0.0281 | 0.00283 |
| 1784 | occupation_? | native-country_Trinadad&Tobago | -0.00042 | 0.00042 | -0.0786 | -0.00766 |
| 5320 | native-country_Yugoslavia | hours-per-weekGRP_2_[20,40] | 0.00042 | 0.00042 | 0.00696 | -0.153 |
| 1492 | marital-status_Never-married | native-country_Ecuador | -0.00042 | 0.00042 | -0.318 | -0.00672 |
| 1747 | occupation_? | native-country_Cambodia | -0.00042 | 0.00042 | -0.0786 | 0.00721 |
| 1046 | workclass_Without-pay | native-country_Honduras | -0.00041 | 0.00041 | -0.0117 | -0.00766 |
| 4649 | native-country_Hungary | native-country_Outlying-US(Guam-USVI-etc) | -0.00041 | 0.00041 | -0.00047 | -0.0117 |
| 1048 | workclass_Without-pay | native-country_Hungary | -0.00041 | 0.00041 | -0.0117 | -0.00047 |
| 5434 | education-numGRP_4_[8,10] | hours-per-weekGRP_1_[0,20] | -0.00041 | 0.00041 | -0.176 | -0.128 |
| 1932 | occupation_Armed-Forces | native-country_Hong | -0.00041 | 0.00041 | -0.00504 | 0.00343 |
| 4568 | native-country_Honduras | native-country_Outlying-US(Guam-USVI-etc) | -0.00041 | 0.00041 | -0.00766 | -0.0117 |
| 2400 | occupation_Other-service | native-country_Canada | -0.00041 | 0.00041 | -0.156 | 0.0116 |
| 1953 | occupation_Armed-Forces | native-country_Trinadad&Tobago | -0.0004 | 0.0004 | -0.00504 | -0.00766 |
| 2883 | occupation_Transport-moving | native-country_Trinadad&Tobago | 0.0004 | 0.0004 | -0.0215 | -0.00766 |
| 571 | workclass_Never-worked | native-country_Ireland | -0.0004 | 0.0004 | -0.00826 | -0.00206 |
| 3227 | relationship_Unmarried | native-country_Thailand | 0.0004 | 0.0004 | -0.143 | -0.00408 |
| 4558 | native-country_Honduras | native-country_Hungary | -0.0004 | 0.0004 | -0.00766 | -0.00047 |
| 188 | CapitalLossPositive | native-country_Vietnam | -0.0004 | 0.0004 | 0.139 | -0.0176 |
| 1064 | workclass_Without-pay | native-country_Scotland | -0.0004 | 0.0004 | -0.0117 | 0.00041 |
| 5000 | native-country_Outlying-US(Guam-USVI-etc) | native-country_Scotland | -0.0004 | 0.0004 | -0.0117 | 0.00041 |
| 1916 | occupation_Armed-Forces | native-country_Cambodia | -0.0004 | 0.0004 | -0.00504 | 0.00721 |
| 251 | workclass_? | native-country_Cambodia | -0.00039 | 0.00039 | -0.0782 | 0.00721 |
| 516 | workclass_Never-worked | marital-status_Married-AF-spouse | -0.00039 | 0.00039 | -0.00826 | 0.0121 |
| 1952 | occupation_Armed-Forces | native-country_Thailand | -0.00039 | 0.00039 | -0.00504 | -0.00408 |
| 1940 | occupation_Armed-Forces | native-country_Laos | -0.00039 | 0.00039 | -0.00504 | -0.00713 |
| 288 | workclass_? | native-country_Trinadad&Tobago | -0.00039 | 0.00039 | -0.0782 | -0.00766 |
| 165 | CapitalLossPositive | native-country_Hong | 0.00039 | 0.00039 | 0.139 | 0.00343 |
| 4655 | native-country_Hungary | native-country_Scotland | -0.00038 | 0.00038 | -0.00047 | 0.00041 |
| 875 | workclass_Self-emp-not-inc | native-country_Scotland | 0.00038 | 0.00038 | 0.03 | 0.00041 |
| 4574 | native-country_Honduras | native-country_Scotland | -0.00038 | 0.00038 | -0.00766 | 0.00041 |
| 2325 | occupation_Machine-op-inspct | native-country_Cuba | 0.00038 | 0.00038 | -0.0694 | 0.00283 |
| 508 | workclass_Local-gov | hours-per-weekGRP_4_[50,60] | -0.00038 | 0.00038 | 0.0331 | 0.131 |
| 1600 | marital-status_Separated | native-country_Nicaragua | -0.00038 | 0.00038 | -0.0744 | -0.0138 |
| 2490 | occupation_Priv-house-serv | native-country_Holand-Netherlands | -0.00038 | 0.00038 | -0.0371 | -0.00312 |
| 4784 | native-country_Ireland | education-numGRP_2_[4,6] | -0.00037 | 0.00037 | -0.00206 | -0.0904 |
| 462 | workclass_Local-gov | native-country_Germany | 0.00037 | 0.00037 | 0.0331 | 0.0122 |
| 1956 | occupation_Armed-Forces | native-country_Yugoslavia | -0.00037 | 0.00037 | -0.00504 | 0.00696 |
| 1120 | marital-status_Divorced | race_White | 0.00037 | 0.00037 | -0.127 | 0.0852 |
| 3287 | relationship_Wife | native-country_Poland | 0.00037 | 0.00037 | 0.123 | -0.0041 |
| 1190 | marital-status_Married-AF-spouse | occupation_Craft-repair | 0.00036 | 0.00036 | 0.0121 | -0.0126 |
| 667 | workclass_Private | native-country_India | 0.00036 | 0.00036 | -0.0785 | 0.0207 |
| 4335 | native-country_Germany | native-country_Holand-Netherlands | -0.00036 | 0.00036 | 0.0122 | -0.00312 |
| 567 | workclass_Never-worked | native-country_Hong | -0.00036 | 0.00036 | -0.00826 | 0.00343 |
| 3855 | native-country_Cambodia | education-numGRP_3_[6,8] | 0.00036 | 0.00036 | 0.00721 | -0.0975 |
| 11 | CapitalGainPositive | marital-status_Married-AF-spouse | 0.00035 | 0.00035 | 0.266 | 0.0121 |
| 2000 | occupation_Craft-repair | native-country_Canada | -0.00035 | 0.00035 | -0.0126 | 0.0116 |
| 3116 | relationship_Own-child | race_Amer-Indian-Eskimo | -0.00035 | 0.00035 | -0.229 | -0.0287 |
| 643 | workclass_Private | race_Black | -0.00035 | 0.00035 | -0.0785 | -0.0891 |
| 4367 | native-country_Germany | ageGRP_6_[60,INF) | 0.00035 | 0.00035 | 0.0122 | -0.00294 |
| 588 | workclass_Never-worked | native-country_Trinadad&Tobago | -0.00035 | 0.00035 | -0.00826 | -0.00766 |
| 551 | workclass_Never-worked | native-country_Cambodia | -0.00035 | 0.00035 | -0.00826 | 0.00721 |
| 657 | workclass_Private | native-country_England | 0.00034 | 0.00034 | -0.0785 | 0.0114 |
| 1943 | occupation_Armed-Forces | native-country_Outlying-US(Guam-USVI-etc) | -0.00034 | 0.00034 | -0.00504 | -0.0117 |
| 3876 | native-country_Canada | native-country_Holand-Netherlands | -0.00034 | 0.00034 | 0.0116 | -0.00312 |
| 833 | workclass_Self-emp-not-inc | relationship_Wife | 0.00034 | 0.00034 | 0.03 | 0.123 |
| 1375 | marital-status_Married-spouse-absent | occupation_Machine-op-inspct | 0.00034 | 0.00034 | -0.0425 | -0.0694 |
| 1004 | workclass_Without-pay | occupation_Armed-Forces | -0.00034 | 0.00034 | -0.0117 | -0.00504 |
| 575 | workclass_Never-worked | native-country_Laos | -0.00034 | 0.00034 | -0.00826 | -0.00713 |
| 1868 | occupation_Adm-clerical | native-country_Thailand | -0.00034 | 0.00034 | -0.09 | -0.00408 |
| 587 | workclass_Never-worked | native-country_Thailand | -0.00034 | 0.00034 | -0.00826 | -0.00408 |
| 4531 | native-country_Holand-Netherlands | native-country_Puerto-Rico | -0.00033 | 0.00033 | -0.00312 | -0.0188 |
| 1933 | occupation_Armed-Forces | native-country_Hungary | -0.00033 | 0.00033 | -0.00504 | -0.00047 |
| 591 | workclass_Never-worked | native-country_Yugoslavia | -0.00033 | 0.00033 | -0.00826 | 0.00696 |
| 1931 | occupation_Armed-Forces | native-country_Honduras | -0.00033 | 0.00033 | -0.00504 | -0.00766 |
| 53 | CapitalGainPositive | native-country_El-Salvador | 0.00033 | 0.00033 | 0.266 | -0.0208 |
| 1949 | occupation_Armed-Forces | native-country_Scotland | -0.00032 | 0.00032 | -0.00504 | 0.00041 |
| 2706 | occupation_Sales | native-country_Dominican-Republic | 0.00032 | 0.00032 | 0.0237 | -0.023 |
| 4672 | native-country_Hungary | education-numGRP_4_[8,10] | -0.00032 | 0.00032 | -0.00047 | -0.176 |
| 4191 | native-country_El-Salvador | native-country_Holand-Netherlands | -0.00032 | 0.00032 | -0.0208 | -0.00312 |
| 4591 | native-country_Honduras | education-numGRP_4_[8,10] | -0.00032 | 0.00032 | -0.00766 | -0.176 |
| 834 | workclass_Self-emp-not-inc | race_Amer-Indian-Eskimo | -0.00032 | 0.00032 | 0.03 | -0.0287 |
| 4704 | native-country_India | ageGRP_3_[30,40] | -0.00031 | 0.00031 | 0.0207 | 0.0568 |
| 4320 | native-country_France | ageGRP_6_[60,INF) | -0.00031 | 0.00031 | 0.0121 | -0.00294 |
| 4413 | native-country_Greece | ageGRP_6_[60,INF) | -0.00031 | 0.00031 | 0.00245 | -0.00294 |
| 4517 | native-country_Holand-Netherlands | native-country_India | -0.00031 | 0.00031 | -0.00312 | 0.0207 |
| 578 | workclass_Never-worked | native-country_Outlying-US(Guam-USVI-etc) | -0.0003 | 0.0003 | -0.00826 | -0.0117 |
| 4038 | native-country_Cuba | native-country_Holand-Netherlands | -0.0003 | 0.0003 | 0.00283 | -0.00312 |
| 514 | workclass_Never-worked | workclass_Without-pay | -0.0003 | 0.0003 | -0.00826 | -0.0117 |
| 566 | workclass_Never-worked | native-country_Honduras | -0.00029 | 0.00029 | -0.00826 | -0.00766 |
| 568 | workclass_Never-worked | native-country_Hungary | -0.00029 | 0.00029 | -0.00826 | -0.00047 |
| 4020 | native-country_Columbia | education-numGRP_3_[6,8] | 0.00029 | 0.00029 | -0.0206 | -0.0975 |
| 4240 | native-country_England | native-country_Holand-Netherlands | -0.00029 | 0.00029 | 0.0114 | -0.00312 |
| 4533 | native-country_Holand-Netherlands | native-country_South | -0.00028 | 0.00028 | -0.00312 | -0.00474 |
| 584 | workclass_Never-worked | native-country_Scotland | -0.00028 | 0.00028 | -0.00826 | 0.00041 |
| 5070 | native-country_Philippines | ageGRP_6_[60,INF) | -0.00028 | 0.00028 | 0.0123 | -0.00294 |
| 4521 | native-country_Holand-Netherlands | native-country_Jamaica | -0.00028 | 0.00028 | -0.00312 | -0.0137 |
| 2784 | occupation_Tech-support | native-country_Germany | 0.00027 | 0.00027 | 0.0257 | 0.0122 |
| 515 | workclass_Never-worked | marital-status_Divorced | 0.00027 | 0.00027 | -0.00826 | -0.127 |
| 3931 | native-country_China | native-country_Holand-Netherlands | -0.00027 | 0.00027 | 0.00291 | -0.00312 |
| 4090 | native-country_Dominican-Republic | native-country_Holand-Netherlands | -0.00026 | 0.00026 | -0.023 | -0.00312 |
| 351 | workclass_Federal-gov | native-country_? | -0.00026 | 0.00026 | 0.0594 | 0.00304 |
| 4520 | native-country_Holand-Netherlands | native-country_Italy | -0.00026 | 0.00026 | -0.00312 | 0.0113 |
| 3264 | relationship_Wife | native-country_El-Salvador | -0.00026 | 0.00026 | 0.123 | -0.0208 |
| 4184 | native-country_Ecuador | hours-per-weekGRP_5_[60,INF) | 0.00026 | 0.00026 | -0.00672 | 0.0541 |
| 1510 | marital-status_Never-married | native-country_Laos | 0.00026 | 0.00026 | -0.318 | -0.00713 |
| 1197 | marital-status_Married-AF-spouse | occupation_Prof-specialty | 0.00026 | 0.00026 | 0.0121 | 0.186 |
| 4426 | native-country_Guatemala | native-country_Holand-Netherlands | -0.00025 | 0.00025 | -0.0201 | -0.00312 |
| 1845 | occupation_Adm-clerical | native-country_Haiti | -0.00025 | 0.00025 | -0.09 | -0.0129 |
| 2575 | occupation_Prof-specialty | native-country_Japan | 0.00025 | 0.00025 | 0.186 | 0.0149 |
| 4538 | native-country_Holand-Netherlands | native-country_Vietnam | -0.00025 | 0.00025 | -0.00312 | -0.0176 |
| 3985 | native-country_Columbia | native-country_Holand-Netherlands | -0.00024 | 0.00024 | -0.0206 | -0.00312 |
| 524 | workclass_Never-worked | occupation_Armed-Forces | -0.00024 | 0.00024 | -0.00826 | -0.00504 |
| 4522 | native-country_Holand-Netherlands | native-country_Japan | -0.00024 | 0.00024 | -0.00312 | 0.0149 |
| 4529 | native-country_Holand-Netherlands | native-country_Poland | -0.00024 | 0.00024 | -0.00312 | -0.0041 |
| 3850 | native-country_Cambodia | ageGRP_4_[40,50] | -0.00023 | 0.00023 | 0.00721 | 0.17 |
| 3190 | relationship_Unmarried | native-country_? | 0.00023 | 0.00023 | -0.143 | 0.00304 |
| 3200 | relationship_Unmarried | native-country_France | -0.00023 | 0.00023 | -0.143 | 0.0121 |
| 3020 | relationship_Not-in-family | native-country_Scotland | -0.00022 | 0.00022 | -0.189 | 0.00041 |
| 4534 | native-country_Holand-Netherlands | native-country_Taiwan | -0.00022 | 0.00022 | -0.00312 | 0.014 |
| 666 | workclass_Private | native-country_Hungary | -0.00021 | 0.00021 | -0.0785 | -0.00047 |
| 2103 | occupation_Exec-managerial | native-country_Jamaica | -0.00021 | 0.00021 | 0.215 | -0.0137 |
| 162 | CapitalLossPositive | native-country_Haiti | -0.00021 | 0.00021 | 0.139 | -0.0129 |
| 4470 | native-country_Haiti | native-country_Holand-Netherlands | -0.0002 | 0.0002 | -0.0129 | -0.00312 |
| 4518 | native-country_Holand-Netherlands | native-country_Iran | -0.0002 | 0.0002 | -0.00312 | 0.0151 |
| 4530 | native-country_Holand-Netherlands | native-country_Portugal | -0.00019 | 0.00019 | -0.00312 | -0.0105 |
| 1673 | marital-status_Widowed | native-country_Guatemala | 0.00019 | 0.00019 | -0.0644 | -0.0201 |
| 2876 | occupation_Transport-moving | native-country_Poland | 0.00019 | 0.00019 | -0.0215 | -0.0041 |
| 4824 | native-country_Italy | education-numGRP_6_[13,16) | -0.00019 | 0.00019 | 0.0113 | 0.269 |
| 1597 | marital-status_Separated | native-country_Japan | 0.00019 | 0.00019 | -0.0744 | 0.0149 |
| 4525 | native-country_Holand-Netherlands | native-country_Nicaragua | -0.00018 | 0.00018 | -0.00312 | -0.0138 |
| 2201 | occupation_Farming-fishing | native-country_Vietnam | -0.00018 | 0.00018 | -0.0519 | -0.0176 |
| 2429 | occupation_Other-service | native-country_Poland | -0.00017 | 0.00017 | -0.156 | -0.0041 |
| 4381 | native-country_Greece | native-country_Holand-Netherlands | -0.00017 | 0.00017 | 0.00245 | -0.00312 |
| 4527 | native-country_Holand-Netherlands | native-country_Peru | -0.00017 | 0.00017 | -0.00312 | -0.0127 |
| 1027 | workclass_Without-pay | race_White | 0.00017 | 0.00017 | -0.0117 | 0.0852 |
| 4288 | native-country_France | native-country_Holand-Netherlands | -0.00017 | 0.00017 | 0.0121 | -0.00312 |
| 4141 | native-country_Ecuador | native-country_Holand-Netherlands | -0.00016 | 0.00016 | -0.00672 | -0.00312 |
| 4980 | native-country_Nicaragua | ageGRP_3_[30,40] | 0.00016 | 0.00016 | -0.0138 | 0.0568 |
| 492 | workclass_Local-gov | native-country_Yugoslavia | -0.00016 | 0.00016 | 0.0331 | 0.00696 |
| 2313 | occupation_Machine-op-inspct | race_Amer-Indian-Eskimo | -0.00016 | 0.00016 | -0.0694 | -0.0287 |
| 2986 | relationship_Not-in-family | native-country_? | 0.00016 | 0.00016 | -0.189 | 0.00304 |
| 4519 | native-country_Holand-Netherlands | native-country_Ireland | -0.00015 | 0.00015 | -0.00312 | -0.00206 |
| 1230 | marital-status_Married-AF-spouse | native-country_Holand-Netherlands | -0.00015 | 0.00015 | 0.0121 | -0.00312 |
| 2320 | occupation_Machine-op-inspct | native-country_? | 0.00015 | 0.00015 | -0.0694 | 0.00304 |
| 2521 | occupation_Priv-house-serv | ageGRP_5_[50,60] | 0.00015 | 0.00015 | -0.0371 | 0.119 |
| 4515 | native-country_Holand-Netherlands | native-country_Hong | -0.00014 | 0.00014 | -0.00312 | 0.00343 |
| 5121 | native-country_Portugal | ageGRP_4_[40,50] | 0.00014 | 0.00014 | -0.0105 | 0.17 |
| 47 | CapitalGainPositive | native-country_Canada | -0.00014 | 0.00014 | 0.266 | 0.0116 |
| 4535 | native-country_Holand-Netherlands | native-country_Thailand | -0.00013 | 0.00013 | -0.00312 | -0.00408 |
| 4523 | native-country_Holand-Netherlands | native-country_Laos | -0.00013 | 0.00013 | -0.00312 | -0.00713 |
| 3820 | native-country_Cambodia | native-country_Holand-Netherlands | -0.00013 | 0.00013 | 0.00721 | -0.00312 |
| 4536 | native-country_Holand-Netherlands | native-country_Trinadad&Tobago | -0.00013 | 0.00013 | -0.00312 | -0.00766 |
| 1155 | marital-status_Divorced | native-country_Portugal | -0.00013 | 0.00013 | -0.127 | -0.0105 |
| 4509 | native-country_Haiti | hours-per-weekGRP_1_[0,20] | 0.00013 | 0.00013 | -0.0129 | -0.128 |
| 4539 | native-country_Holand-Netherlands | native-country_Yugoslavia | -0.00012 | 0.00012 | -0.00312 | 0.00696 |
| 5311 | native-country_Yugoslavia | ageGRP_5_[50,60] | -0.00012 | 0.00012 | 0.00696 | 0.119 |
| 4516 | native-country_Holand-Netherlands | native-country_Hungary | -0.00011 | 0.00011 | -0.00312 | -0.00047 |
| 4514 | native-country_Holand-Netherlands | native-country_Honduras | -0.00011 | 0.00011 | -0.00312 | -0.00766 |
| 5290 | native-country_Vietnam | ageGRP_1_[0,20] | 0.00011 | 0.00011 | -0.0176 | -0.159 |
| 1783 | occupation_? | native-country_Thailand | -0.00011 | 0.00011 | -0.0786 | -0.00408 |
| 1771 | occupation_? | native-country_Laos | -0.00011 | 0.00011 | -0.0786 | -0.00713 |
| 4526 | native-country_Holand-Netherlands | native-country_Outlying-US(Guam-USVI-etc) | -0.00011 | 0.00011 | -0.00312 | -0.0117 |
| 1045 | workclass_Without-pay | native-country_Holand-Netherlands | -0.00011 | 0.00011 | -0.0117 | -0.00312 |
| 4532 | native-country_Holand-Netherlands | native-country_Scotland | -0.00011 | 0.00011 | -0.00312 | 0.00041 |
| 391 | workclass_Federal-gov | native-country_Vietnam | 0.0001 | 0.0001 | 0.0594 | -0.0176 |
| 1259 | marital-status_Married-AF-spouse | ageGRP_3_[30,40] | -0.0001 | 0.0001 | 0.0121 | 0.0568 |
| 1930 | occupation_Armed-Forces | native-country_Holand-Netherlands | -9e-05 | 9e-05 | -0.00504 | -0.00312 |
| 287 | workclass_? | native-country_Thailand | -8e-05 | 8e-05 | -0.0782 | -0.00408 |
| 857 | workclass_Self-emp-not-inc | native-country_Honduras | -8e-05 | 8e-05 | 0.03 | -0.00766 |
| 565 | workclass_Never-worked | native-country_Holand-Netherlands | -8e-05 | 8e-05 | -0.00826 | -0.00312 |
| 275 | workclass_? | native-country_Laos | -8e-05 | 8e-05 | -0.0782 | -0.00713 |
| 4631 | native-country_Hong | education-numGRP_3_[6,8] | 7e-05 | 7e-05 | 0.00343 | -0.0975 |
| 3698 | sex_Male | native-country_El-Salvador | 7e-05 | 7e-05 | 0.216 | -0.0208 |
| 5093 | native-country_Poland | ageGRP_2_[20,30] | -7e-05 | 7e-05 | -0.0041 | -0.213 |
| 3639 | sex_Female | native-country_El-Salvador | -7e-05 | 7e-05 | -0.216 | -0.0208 |
| 4506 | native-country_Haiti | education-numGRP_4_[8,10] | -7e-05 | 7e-05 | -0.0129 | -0.176 |
| 4597 | native-country_Honduras | hours-per-weekGRP_4_[50,60] | -6e-05 | 6e-05 | -0.00766 | 0.131 |
| 4498 | native-country_Haiti | ageGRP_2_[20,30] | -6e-05 | 6e-05 | -0.0129 | -0.213 |
| 4826 | native-country_Italy | hours-per-weekGRP_2_[20,40] | 6e-05 | 6e-05 | 0.0113 | -0.153 |
| 1324 | marital-status_Married-civ-spouse | native-country_Hungary | 6e-05 | 6e-05 | 0.445 | -0.00047 |
| 2039 | occupation_Craft-repair | native-country_Yugoslavia | -6e-05 | 6e-05 | -0.0126 | 0.00696 |
| 3280 | relationship_Wife | native-country_Japan | 5e-05 | 5e-05 | 0.123 | 0.0149 |
| 258 | workclass_? | native-country_El-Salvador | 5e-05 | 5e-05 | -0.0782 | -0.0208 |
| 4364 | native-country_Germany | ageGRP_3_[30,40] | 5e-05 | 5e-05 | 0.0122 | 0.0568 |
| 3512 | race_Other | native-country_Canada | -4e-05 | 4e-05 | -0.0318 | 0.0116 |
| 5168 | native-country_Scotland | ageGRP_2_[20,30] | -3e-05 | 3e-05 | 0.00041 | -0.213 |
| 755 | workclass_Self-emp-inc | native-country_France | 3e-05 | 3e-05 | 0.139 | 0.0121 |
| 5013 | native-country_Outlying-US(Guam-USVI-etc) | ageGRP_6_[60,INF) | -2e-05 | 2e-05 | -0.0117 | -0.00294 |
| 4173 | native-country_Ecuador | ageGRP_6_[60,INF) | -2e-05 | 2e-05 | -0.00672 | -0.00294 |
| 3803 | native-country_? | hours-per-weekGRP_2_[20,40] | -1e-05 | 1e-05 | 0.00304 | -0.153 |
| 5103 | native-country_Poland | education-numGRP_6_[13,16) | 1e-05 | 1e-05 | -0.0041 | 0.269 |
| 1317 | marital-status_Married-civ-spouse | native-country_Germany | -1e-05 | 1e-05 | 0.445 | 0.0122 |
| 378 | workclass_Federal-gov | native-country_Nicaragua | -1e-05 | 1e-05 | 0.0594 | -0.0138 |
| 79 | CapitalGainPositive | native-country_Scotland | 0 | 0 | 0.266 | 0.00041 |
| 66 | CapitalGainPositive | native-country_Ireland | 0 | 0 | 0.266 | -0.00206 |
| 1754 | occupation_? | native-country_El-Salvador | 0 | 0 | -0.0786 | -0.0208 |
Split data to train and test datasets¶
In [22]:
TrainDataset, ValidateDataset, TestDataset = mltk.train_validate_test_split(Data, ratios=(0.6,0.2,0.2))
Train Samples: 19536 [60.0%] Validate Samples: 6512 [20.0%] Test Samples: 6513 [20.0%]
6. Run classifier algorithms¶
In [23]:
TrainDataset[FeatureVariables].columns#.values
Out[23]:
Index(['CapitalGainPositive', 'CapitalLossPositive', 'workclass_?',
'workclass_Federal-gov', 'workclass_Local-gov',
'workclass_Never-worked', 'workclass_Private', 'workclass_Self-emp-inc',
'workclass_Self-emp-not-inc', 'workclass_State-gov',
...
'education-numGRP_2_[4,6]', 'education-numGRP_3_[6,8]',
'education-numGRP_4_[8,10]', 'education-numGRP_5_[10,13]',
'education-numGRP_6_[13,16)', 'hours-per-weekGRP_1_[0,20]',
'hours-per-weekGRP_2_[20,40]', 'hours-per-weekGRP_3_[40,50]',
'hours-per-weekGRP_4_[50,60]', 'hours-per-weekGRP_5_[60,INF)'],
dtype='object', length=105)
In [24]:
model_variables =[
##'CapitalGainPositive',
##'CapitalLossPositive',
##'workclass_?',
'workclass_Federal-gov',
'workclass_Local-gov',
'workclass_Never-worked',
'workclass_Private',
'workclass_Self-emp-inc',
'workclass_Self-emp-not-inc',
'workclass_State-gov',
##'workclass_Without-pay',
'marital-status_Divorced',
'marital-status_Married-AF-spouse',
'marital-status_Married-civ-spouse',
'marital-status_Married-spouse-absent',
'marital-status_Never-married',
'marital-status_Separated',
##'marital-status_Widowed',
##'occupation_?',
'occupation_Adm-clerical',
'occupation_Armed-Forces',
'occupation_Craft-repair',
'occupation_Exec-managerial',
'occupation_Farming-fishing',
'occupation_Handlers-cleaners',
'occupation_Machine-op-inspct',
'occupation_Other-service',
'occupation_Priv-house-serv',
'occupation_Prof-specialty',
'occupation_Protective-serv',
'occupation_Sales',
'occupation_Tech-support',
##'occupation_Transport-moving',
'relationship_Husband',
'relationship_Not-in-family',
'relationship_Other-relative',
'relationship_Own-child',
'relationship_Unmarried',
##'relationship_Wife',
'race_Amer-Indian-Eskimo',
'race_Asian-Pac-Islander',
'race_Black',
'race_Other',
##'race_White',
'sex_Female',
##'sex_Male',
##'native-country_?',
#'native-country_Cambodia',
#'native-country_Canada',
#'native-country_China',
#'native-country_Columbia',
#'native-country_Cuba',
#'native-country_Dominican-Republic',
#'native-country_Ecuador',
#'native-country_El-Salvador',
#'native-country_England',
#'native-country_France',
#'native-country_Germany',
#'native-country_Greece',
#'native-country_Guatemala',
#'native-country_Haiti',
#'native-country_Holand-Netherlands',
#'native-country_Honduras',
#'native-country_Hong',
#'native-country_Hungary',
#'native-country_India',
#'native-country_Iran',
#'native-country_Ireland',
#'native-country_Italy',
#'native-country_Jamaica',
#'native-country_Japan',
#'native-country_Laos',
#'native-country_Mexico',
#'native-country_Nicaragua',
#'native-country_Outlying-US(Guam-USVI-etc)',
#'native-country_Peru',
#'native-country_Philippines',
#'native-country_Poland',
#'native-country_Portugal',
#'native-country_Puerto-Rico',
#'native-country_Scotland',
#'native-country_South',
#'native-country_Taiwan',
#'native-country_Thailand',
#'native-country_Trinadad&Tobago',
##'native-country_United-States',
#'native-country_Vietnam',
#'native-country_Yugoslavia',
'ageGRP_1_[0,20]',
'ageGRP_2_[20,30]',
'ageGRP_3_[30,40]',
'ageGRP_4_[40,50]',
'ageGRP_5_[50,60]',
##'ageGRP_6_[60,INF)',
'education-numGRP_1_[1,4]',
'education-numGRP_2_[4,6]',
'education-numGRP_3_[6,8]',
'education-numGRP_4_[8,10]',
'education-numGRP_5_[10,13]',
##'education-numGRP_6_[13,16)',
'hours-per-weekGRP_1_[0,20]',
'hours-per-weekGRP_2_[20,40]',
'hours-per-weekGRP_3_[40,50]',
'hours-per-weekGRP_4_[50,60]',
##'hours-per-weekGRP_5_[60,INF)'
]
In [25]:
sample_attributes = {'SampleDescription':'FSC Hosted Clients Dupe Claims 2016-2018',
'NumClasses':2,
'RecordIdentifiers':['SourceDB', 'UniqueClaimId', 'DupeRpt']
}
score_parameters = {'Edges':[0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],
'Quantiles':10,
'ScoreVariable':'Probability',
'ScoreLabel':'IncomeScore',
'QuantileLabel':'Quantile'
}
model_attributes = {'ModelID': None,
'ModelName': 'IncomeLevel',
'Version':'19.1',
}
6.1 Logistic Regression¶
In [26]:
model_parameters = {'MLAlgorithm':'LGR', # 'RF', # 'DFF', # 'CNN', # 'CATBST', # 'XGBST'
'MaxIterations':50}
LGRModel = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable,
model_attributes, sample_attributes, model_parameters, score_parameters,
return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELLGR20190701013951', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701013951', 'ModelFitTime': -1}
{'MLAlgorithm': 'LGR', 'MaxIterations': 50}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.343977
Iterations: 50
C:\ProgramData\Anaconda3\lib\site-packages\statsmodels\base\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
In [27]:
LGRModel.model_attributes['ModelID']
Out[27]:
'INCOMELEVELLGR20190701013951'
In [28]:
LGRModel.model_interpretation['ModelSummary']
Out[28]:
| Dep. Variable: | y | No. Observations: | 19536 |
|---|---|---|---|
| Model: | Logit | Df Residuals: | 19486 |
| Method: | MLE | Df Model: | 49 |
| Date: | Mon, 01 Jul 2019 | Pseudo R-squ.: | 0.3762 |
| Time: | 01:39:55 | Log-Likelihood: | -6719.9 |
| converged: | False | LL-Null: | -10773. |
| LLR p-value: | 0.000 |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| workclass_Federal-gov | 0.7918 | 0.189 | 4.197 | 0.000 | 0.422 | 1.161 |
| workclass_Local-gov | -0.0399 | 0.170 | -0.235 | 0.814 | -0.372 | 0.293 |
| workclass_Never-worked | -11.6801 | 840.642 | -0.014 | 0.989 | -1659.307 | 1635.947 |
| workclass_Private | 0.2161 | 0.150 | 1.442 | 0.149 | -0.078 | 0.510 |
| workclass_Self-emp-inc | 0.5378 | 0.177 | 3.033 | 0.002 | 0.190 | 0.885 |
| workclass_Self-emp-not-inc | -0.1691 | 0.163 | -1.037 | 0.300 | -0.489 | 0.151 |
| workclass_State-gov | -0.0497 | 0.185 | -0.269 | 0.788 | -0.412 | 0.312 |
| marital-status_Divorced | -0.2891 | 0.170 | -1.701 | 0.089 | -0.622 | 0.044 |
| marital-status_Married-AF-spouse | 2.7713 | 0.619 | 4.477 | 0.000 | 1.558 | 3.984 |
| marital-status_Married-civ-spouse | 2.0026 | 0.184 | 10.888 | 0.000 | 1.642 | 2.363 |
| marital-status_Married-spouse-absent | -0.4831 | 0.311 | -1.555 | 0.120 | -1.092 | 0.126 |
| marital-status_Never-married | -0.5366 | 0.173 | -3.098 | 0.002 | -0.876 | -0.197 |
| marital-status_Separated | -0.4483 | 0.242 | -1.849 | 0.064 | -0.924 | 0.027 |
| occupation_Adm-clerical | 0.1199 | 0.123 | 0.977 | 0.328 | -0.121 | 0.360 |
| occupation_Armed-Forces | -21.8774 | 9.65e+04 | -0.000 | 1.000 | -1.89e+05 | 1.89e+05 |
| occupation_Craft-repair | 0.1484 | 0.106 | 1.403 | 0.161 | -0.059 | 0.356 |
| occupation_Exec-managerial | 0.9790 | 0.107 | 9.155 | 0.000 | 0.769 | 1.189 |
| occupation_Farming-fishing | -0.7261 | 0.171 | -4.255 | 0.000 | -1.061 | -0.392 |
| occupation_Handlers-cleaners | -0.6321 | 0.190 | -3.334 | 0.001 | -1.004 | -0.261 |
| occupation_Machine-op-inspct | -0.2965 | 0.134 | -2.207 | 0.027 | -0.560 | -0.033 |
| occupation_Other-service | -0.7733 | 0.156 | -4.967 | 0.000 | -1.078 | -0.468 |
| occupation_Priv-house-serv | -23.3303 | 5.1e+04 | -0.000 | 1.000 | -1e+05 | 9.99e+04 |
| occupation_Prof-specialty | 0.8003 | 0.114 | 6.991 | 0.000 | 0.576 | 1.025 |
| occupation_Protective-serv | 0.5881 | 0.163 | 3.612 | 0.000 | 0.269 | 0.907 |
| occupation_Sales | 0.5485 | 0.111 | 4.943 | 0.000 | 0.331 | 0.766 |
| occupation_Tech-support | 0.6240 | 0.148 | 4.210 | 0.000 | 0.333 | 0.914 |
| relationship_Husband | -1.2623 | 0.117 | -10.783 | 0.000 | -1.492 | -1.033 |
| relationship_Not-in-family | -0.5913 | 0.195 | -3.034 | 0.002 | -0.973 | -0.209 |
| relationship_Other-relative | -1.4072 | 0.264 | -5.321 | 0.000 | -1.926 | -0.889 |
| relationship_Own-child | -1.6884 | 0.244 | -6.920 | 0.000 | -2.167 | -1.210 |
| relationship_Unmarried | -0.9018 | 0.213 | -4.235 | 0.000 | -1.319 | -0.484 |
| race_Amer-Indian-Eskimo | -0.5558 | 0.269 | -2.069 | 0.039 | -1.082 | -0.029 |
| race_Asian-Pac-Islander | -0.1405 | 0.124 | -1.136 | 0.256 | -0.383 | 0.102 |
| race_Black | -0.1556 | 0.091 | -1.700 | 0.089 | -0.335 | 0.024 |
| race_Other | -0.4233 | 0.321 | -1.319 | 0.187 | -1.052 | 0.206 |
| sex_Female | -0.8209 | 0.091 | -9.046 | 0.000 | -0.999 | -0.643 |
| ageGRP_1_[0,20] | -44.3735 | 7.57e+08 | -5.86e-08 | 1.000 | -1.48e+09 | 1.48e+09 |
| ageGRP_2_[20,30] | -0.8904 | 0.106 | -8.431 | 0.000 | -1.097 | -0.683 |
| ageGRP_3_[30,40] | -0.0663 | 0.093 | -0.711 | 0.477 | -0.249 | 0.116 |
| ageGRP_4_[40,50] | 0.3213 | 0.093 | 3.455 | 0.001 | 0.139 | 0.504 |
| ageGRP_5_[50,60] | 0.4328 | 0.097 | 4.481 | 0.000 | 0.243 | 0.622 |
| education-numGRP_1_[1,4] | -2.9917 | 0.207 | -14.470 | 0.000 | -3.397 | -2.586 |
| education-numGRP_2_[4,6] | -2.5253 | 0.172 | -14.674 | 0.000 | -2.863 | -2.188 |
| education-numGRP_3_[6,8] | -2.0657 | 0.171 | -12.104 | 0.000 | -2.400 | -1.731 |
| education-numGRP_4_[8,10] | -1.4614 | 0.080 | -18.172 | 0.000 | -1.619 | -1.304 |
| education-numGRP_5_[10,13] | -0.6697 | 0.078 | -8.621 | 0.000 | -0.822 | -0.517 |
| hours-per-weekGRP_1_[0,20] | -1.1656 | 0.150 | -7.773 | 0.000 | -1.459 | -0.872 |
| hours-per-weekGRP_2_[20,40] | -0.4942 | 0.104 | -4.737 | 0.000 | -0.699 | -0.290 |
| hours-per-weekGRP_3_[40,50] | 0.0399 | 0.108 | 0.369 | 0.712 | -0.172 | 0.252 |
| hours-per-weekGRP_4_[50,60] | -0.0588 | 0.118 | -0.500 | 0.617 | -0.289 | 0.172 |
In [29]:
LGRModel.model_evaluation['AUC']
Out[29]:
0.8895831759393703
In [30]:
LGRModel.model_evaluation['RobustnessTable']
Out[30]:
| minProbability | maxProbability | meanProbability | BucketCount | ResponseCount | BucketFraction | ResponseFraction | BucketPrecision | CumulativeBucketFraction | CumulativeResponseFraction | CumulativePrecision | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Quantile | |||||||||||
| 1 | 9.21155e-33 | 0.00272 | 0.00041 | 652 | 4 | 0.10011 | 0.00256 | 0.00613 | 1.00000 | 1.00000 | 0.23967 |
| 2 | 2.72982e-03 | 0.01075 | 0.00643 | 652 | 4 | 0.10011 | 0.00256 | 0.00613 | 0.89989 | 0.99744 | 0.26565 |
| 3 | 1.07880e-02 | 0.02500 | 0.01746 | 650 | 13 | 0.09980 | 0.00833 | 0.02000 | 0.79979 | 0.99488 | 0.29814 |
| 4 | 2.50004e-02 | 0.05585 | 0.03878 | 651 | 25 | 0.09995 | 0.01602 | 0.03840 | 0.69998 | 0.98655 | 0.33779 |
| 5 | 5.59187e-02 | 0.11454 | 0.08193 | 655 | 58 | 0.10057 | 0.03716 | 0.08855 | 0.60003 | 0.97053 | 0.38767 |
| 6 | 1.14709e-01 | 0.20391 | 0.15529 | 661 | 108 | 0.10149 | 0.06919 | 0.16339 | 0.49946 | 0.93338 | 0.44789 |
| 7 | 2.04033e-01 | 0.31519 | 0.26115 | 639 | 166 | 0.09811 | 0.10634 | 0.25978 | 0.39797 | 0.86419 | 0.52045 |
| 8 | 3.15223e-01 | 0.46869 | 0.38952 | 657 | 272 | 0.10088 | 0.17425 | 0.41400 | 0.29986 | 0.75785 | 0.60573 |
| 9 | 4.68758e-01 | 0.67284 | 0.56236 | 644 | 378 | 0.09888 | 0.24215 | 0.58696 | 0.19899 | 0.58360 | 0.70293 |
| 10 | 6.74004e-01 | 0.94710 | 0.79010 | 652 | 533 | 0.10011 | 0.34145 | 0.81748 | 0.10011 | 0.34145 | 0.81748 |
| DataSet | 9.21155e-33 | 0.94710 | 0.22992 | 6513 | 1561 | 1.00000 | 1.00000 | 0.23967 | 1.00000 | 1.00000 | 0.23967 |
In [31]:
mltk.save_object(LGRModel, '{}.pkl'.format(LGRModel.get_model_id()))
Saving model to file INCOMELEVELLGR20190701013951.pkl
6.2 Random Forest Classifier¶
In [32]:
model_parameters = {'MLAlgorithm':'RF', # 'LGR', # 'DFF', # 'CNN', # 'CATBST', # 'XGBST'
'NTrees':500,
'MaxDepth':50,
'MinSamplesToSplit':20,
'Processors':2}
RFModel = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable,
model_attributes, sample_attributes, model_parameters, score_parameters,
return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELRF20190701013956', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701013956', 'ModelFitTime': -1, 'MLTool': 'statsmodels=0.9.0'}
{'MLAlgorithm': 'RF', 'NTrees': 500, 'MaxDepth': 50, 'MinSamplesToSplit': 20, 'Processors': 2}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.5s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 2.4s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 5.5s [Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed: 6.1s finished [Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.0s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 0.1s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 0.3s [Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed: 0.4s finished
In [33]:
RFModel.model_attributes['ModelID']
Out[33]:
'INCOMELEVELRF20190701013956'
In [34]:
RFModel.model_interpretation['ModelSummary']
Out[34]:
| Features | Importances | stdev | |
|---|---|---|---|
| 9 | marital-status_Married-civ-spouse | 1.69450e-01 | 0.14155 |
| 26 | relationship_Husband | 9.61645e-02 | 0.11729 |
| 16 | occupation_Exec-managerial | 5.84938e-02 | 0.02193 |
| 22 | occupation_Prof-specialty | 5.66891e-02 | 0.02077 |
| 11 | marital-status_Never-married | 5.57733e-02 | 0.07635 |
| 44 | education-numGRP_4_[8,10] | 4.13961e-02 | 0.01260 |
| 37 | ageGRP_2_[20,30] | 3.73802e-02 | 0.02209 |
| 45 | education-numGRP_5_[10,13] | 3.32156e-02 | 0.01500 |
| 35 | sex_Female | 2.62779e-02 | 0.02927 |
| 29 | relationship_Own-child | 2.49525e-02 | 0.03898 |
| 27 | relationship_Not-in-family | 2.32607e-02 | 0.02924 |
| 41 | education-numGRP_1_[1,4] | 2.05840e-02 | 0.01121 |
| 47 | hours-per-weekGRP_2_[20,40] | 2.03763e-02 | 0.00771 |
| 48 | hours-per-weekGRP_3_[40,50] | 1.94122e-02 | 0.01145 |
| 39 | ageGRP_4_[40,50] | 1.89943e-02 | 0.00838 |
| 5 | workclass_Self-emp-not-inc | 1.73771e-02 | 0.00439 |
| 42 | education-numGRP_2_[4,6] | 1.62546e-02 | 0.01013 |
| 40 | ageGRP_5_[50,60] | 1.55019e-02 | 0.00512 |
| 24 | occupation_Sales | 1.43485e-02 | 0.00439 |
| 3 | workclass_Private | 1.40923e-02 | 0.00316 |
| 20 | occupation_Other-service | 1.40525e-02 | 0.00844 |
| 4 | workclass_Self-emp-inc | 1.35224e-02 | 0.00551 |
| 46 | hours-per-weekGRP_1_[0,20] | 1.23623e-02 | 0.00681 |
| 38 | ageGRP_3_[30,40] | 1.23531e-02 | 0.00333 |
| 7 | marital-status_Divorced | 1.22387e-02 | 0.02009 |
| 33 | race_Black | 1.20085e-02 | 0.00240 |
| 30 | relationship_Unmarried | 1.17558e-02 | 0.01727 |
| 15 | occupation_Craft-repair | 1.15546e-02 | 0.00514 |
| 43 | education-numGRP_3_[6,8] | 1.12078e-02 | 0.00758 |
| 49 | hours-per-weekGRP_4_[50,60] | 1.01545e-02 | 0.00400 |
| 0 | workclass_Federal-gov | 9.82081e-03 | 0.00262 |
| 17 | occupation_Farming-fishing | 9.51711e-03 | 0.00403 |
| 32 | race_Asian-Pac-Islander | 9.40257e-03 | 0.00190 |
| 1 | workclass_Local-gov | 8.34356e-03 | 0.00232 |
| 25 | occupation_Tech-support | 8.29221e-03 | 0.00231 |
| 19 | occupation_Machine-op-inspct | 8.26073e-03 | 0.00372 |
| 13 | occupation_Adm-clerical | 7.21019e-03 | 0.00232 |
| 18 | occupation_Handlers-cleaners | 6.93298e-03 | 0.00280 |
| 6 | workclass_State-gov | 6.16207e-03 | 0.00181 |
| 23 | occupation_Protective-serv | 4.97582e-03 | 0.00163 |
| 36 | ageGRP_1_[0,20] | 4.80647e-03 | 0.01165 |
| 31 | race_Amer-Indian-Eskimo | 4.23242e-03 | 0.00137 |
| 28 | relationship_Other-relative | 3.22015e-03 | 0.00274 |
| 12 | marital-status_Separated | 2.62357e-03 | 0.00391 |
| 34 | race_Other | 2.30993e-03 | 0.00082 |
| 10 | marital-status_Married-spouse-absent | 1.40274e-03 | 0.00111 |
| 8 | marital-status_Married-AF-spouse | 1.00583e-03 | 0.00083 |
| 21 | occupation_Priv-house-serv | 2.61084e-04 | 0.00030 |
| 14 | occupation_Armed-Forces | 8.49157e-06 | 0.00005 |
| 2 | workclass_Never-worked | 6.50935e-06 | 0.00003 |
In [35]:
RFModel.model_evaluation['AUC']
Out[35]:
0.885251262860165
In [36]:
RFModel.model_evaluation['RobustnessTable']
Out[36]:
| minProbability | maxProbability | meanProbability | BucketCount | ResponseCount | BucketFraction | ResponseFraction | BucketPrecision | CumulativeBucketFraction | CumulativeResponseFraction | CumulativePrecision | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Quantile | |||||||||||
| 1 | 0.00000 | 0.00080 | 0.00010 | 659 | 2 | 0.10118 | 0.00128 | 0.00303 | 1.00000 | 1.00000 | 0.23967 |
| 2 | 0.00081 | 0.00851 | 0.00373 | 648 | 5 | 0.09949 | 0.00320 | 0.00772 | 0.89882 | 0.99872 | 0.26631 |
| 3 | 0.00853 | 0.02807 | 0.01720 | 647 | 17 | 0.09934 | 0.01089 | 0.02628 | 0.79932 | 0.99552 | 0.29850 |
| 4 | 0.02812 | 0.06516 | 0.04411 | 651 | 21 | 0.09995 | 0.01345 | 0.03226 | 0.69998 | 0.98463 | 0.33714 |
| 5 | 0.06518 | 0.12304 | 0.09312 | 652 | 58 | 0.10011 | 0.03716 | 0.08896 | 0.60003 | 0.97117 | 0.38792 |
| 6 | 0.12329 | 0.21025 | 0.16803 | 651 | 119 | 0.09995 | 0.07623 | 0.18280 | 0.49992 | 0.93402 | 0.44779 |
| 7 | 0.21042 | 0.31732 | 0.26328 | 651 | 177 | 0.09995 | 0.11339 | 0.27189 | 0.39997 | 0.85778 | 0.51401 |
| 8 | 0.31775 | 0.46270 | 0.39809 | 652 | 272 | 0.10011 | 0.17425 | 0.41718 | 0.30002 | 0.74439 | 0.59468 |
| 9 | 0.46298 | 0.66027 | 0.55420 | 657 | 367 | 0.10088 | 0.23511 | 0.55860 | 0.19991 | 0.57015 | 0.68356 |
| 10 | 0.66134 | 0.96689 | 0.78875 | 645 | 523 | 0.09903 | 0.33504 | 0.81085 | 0.09903 | 0.33504 | 0.81085 |
| DataSet | 0.00000 | 0.96689 | 0.23280 | 6513 | 1561 | 1.00000 | 1.00000 | 0.23967 | 1.00000 | 1.00000 | 0.23967 |
In [37]:
mltk.save_object(RFModel, '{}.pkl'.format(RFModel.get_model_id()))
Saving model to file INCOMELEVELRF20190701013956.pkl
Forest Model 2¶
In [38]:
model_parameters = {'MLAlgorithm':'RF', # 'LGR', # 'DFF', # 'CNN', # 'CATBST', # 'XGBST'
'NTrees':1000,
'MaxDepth':100,
'MinSamplesToSplit':20,
'Processors':2}
RFModel2 = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable,
model_attributes, sample_attributes, model_parameters, score_parameters,
return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELRF20190701014006', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701014006', 'ModelFitTime': -1, 'MLTool': 'sklearn=0.21.1'}
{'MLAlgorithm': 'RF', 'NTrees': 1000, 'MaxDepth': 100, 'MinSamplesToSplit': 20, 'Processors': 2}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.3s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 1.9s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 4.7s [Parallel(n_jobs=2)]: Done 796 tasks | elapsed: 9.2s [Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed: 11.5s finished [Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.0s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 0.1s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 0.4s [Parallel(n_jobs=2)]: Done 796 tasks | elapsed: 0.7s [Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed: 1.0s finished
In [39]:
RFModel2.model_attributes['ModelID']
Out[39]:
'INCOMELEVELRF20190701014006'
In [40]:
RFModel2.model_interpretation['ModelSummary']
Out[40]:
| Features | Importances | stdev | |
|---|---|---|---|
| 9 | marital-status_Married-civ-spouse | 1.69256e-01 | 0.13900 |
| 26 | relationship_Husband | 1.02204e-01 | 0.12037 |
| 16 | occupation_Exec-managerial | 5.93830e-02 | 0.02331 |
| 22 | occupation_Prof-specialty | 5.83374e-02 | 0.02047 |
| 11 | marital-status_Never-married | 5.42794e-02 | 0.07591 |
| 44 | education-numGRP_4_[8,10] | 4.07250e-02 | 0.01300 |
| 37 | ageGRP_2_[20,30] | 3.73260e-02 | 0.02177 |
| 45 | education-numGRP_5_[10,13] | 3.39133e-02 | 0.01529 |
| 35 | sex_Female | 2.39895e-02 | 0.02665 |
| 29 | relationship_Own-child | 2.31881e-02 | 0.03646 |
| 27 | relationship_Not-in-family | 2.30290e-02 | 0.02945 |
| 47 | hours-per-weekGRP_2_[20,40] | 2.07210e-02 | 0.00798 |
| 41 | education-numGRP_1_[1,4] | 2.00951e-02 | 0.01078 |
| 39 | ageGRP_4_[40,50] | 1.95612e-02 | 0.01014 |
| 48 | hours-per-weekGRP_3_[40,50] | 1.85941e-02 | 0.01104 |
| 5 | workclass_Self-emp-not-inc | 1.73600e-02 | 0.00423 |
| 42 | education-numGRP_2_[4,6] | 1.55796e-02 | 0.00898 |
| 40 | ageGRP_5_[50,60] | 1.54352e-02 | 0.00521 |
| 24 | occupation_Sales | 1.48033e-02 | 0.00441 |
| 3 | workclass_Private | 1.42616e-02 | 0.00301 |
| 4 | workclass_Self-emp-inc | 1.34643e-02 | 0.00536 |
| 20 | occupation_Other-service | 1.33695e-02 | 0.00721 |
| 38 | ageGRP_3_[30,40] | 1.24766e-02 | 0.00325 |
| 46 | hours-per-weekGRP_1_[0,20] | 1.22679e-02 | 0.00524 |
| 7 | marital-status_Divorced | 1.20783e-02 | 0.02022 |
| 33 | race_Black | 1.18879e-02 | 0.00258 |
| 15 | occupation_Craft-repair | 1.16262e-02 | 0.00494 |
| 30 | relationship_Unmarried | 1.09542e-02 | 0.01676 |
| 43 | education-numGRP_3_[6,8] | 1.07842e-02 | 0.00673 |
| 49 | hours-per-weekGRP_4_[50,60] | 1.03606e-02 | 0.00402 |
| 0 | workclass_Federal-gov | 9.71685e-03 | 0.00247 |
| 17 | occupation_Farming-fishing | 9.59670e-03 | 0.00383 |
| 32 | race_Asian-Pac-Islander | 9.26735e-03 | 0.00208 |
| 19 | occupation_Machine-op-inspct | 8.26551e-03 | 0.00371 |
| 25 | occupation_Tech-support | 8.25136e-03 | 0.00229 |
| 1 | workclass_Local-gov | 8.06305e-03 | 0.00223 |
| 13 | occupation_Adm-clerical | 7.34436e-03 | 0.00213 |
| 18 | occupation_Handlers-cleaners | 6.82396e-03 | 0.00283 |
| 6 | workclass_State-gov | 6.03225e-03 | 0.00178 |
| 36 | ageGRP_1_[0,20] | 5.33557e-03 | 0.01259 |
| 23 | occupation_Protective-serv | 4.97007e-03 | 0.00165 |
| 31 | race_Amer-Indian-Eskimo | 4.09912e-03 | 0.00132 |
| 28 | relationship_Other-relative | 3.21508e-03 | 0.00320 |
| 12 | marital-status_Separated | 2.69939e-03 | 0.00390 |
| 34 | race_Other | 2.35407e-03 | 0.00085 |
| 10 | marital-status_Married-spouse-absent | 1.38566e-03 | 0.00116 |
| 8 | marital-status_Married-AF-spouse | 9.76548e-04 | 0.00084 |
| 21 | occupation_Priv-house-serv | 2.79780e-04 | 0.00030 |
| 2 | workclass_Never-worked | 6.53121e-06 | 0.00003 |
| 14 | occupation_Armed-Forces | 5.41402e-06 | 0.00004 |
In [41]:
RFModel2.model_evaluation['AUC']
Out[41]:
0.8851455717359424
In [42]:
RFModel2.model_evaluation['RobustnessTable']
Out[42]:
| minProbability | maxProbability | meanProbability | BucketCount | ResponseCount | BucketFraction | ResponseFraction | BucketPrecision | CumulativeBucketFraction | CumulativeResponseFraction | CumulativePrecision | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Quantile | |||||||||||
| 1 | 0.00000 | 0.00068 | 0.00010 | 660 | 2 | 0.10134 | 0.00128 | 0.00303 | 1.00000 | 1.00000 | 0.23967 |
| 2 | 0.00068 | 0.00834 | 0.00365 | 643 | 5 | 0.09873 | 0.00320 | 0.00778 | 0.89866 | 0.99872 | 0.26636 |
| 3 | 0.00837 | 0.02880 | 0.01706 | 652 | 19 | 0.10011 | 0.01217 | 0.02914 | 0.79994 | 0.99552 | 0.29827 |
| 4 | 0.02881 | 0.06601 | 0.04459 | 650 | 19 | 0.09980 | 0.01217 | 0.02923 | 0.69983 | 0.98334 | 0.33677 |
| 5 | 0.06607 | 0.12219 | 0.09303 | 652 | 57 | 0.10011 | 0.03652 | 0.08742 | 0.60003 | 0.97117 | 0.38792 |
| 6 | 0.12244 | 0.21052 | 0.16936 | 651 | 118 | 0.09995 | 0.07559 | 0.18126 | 0.49992 | 0.93466 | 0.44810 |
| 7 | 0.21179 | 0.32056 | 0.26413 | 651 | 178 | 0.09995 | 0.11403 | 0.27343 | 0.39997 | 0.85906 | 0.51478 |
| 8 | 0.32062 | 0.46321 | 0.39686 | 651 | 266 | 0.09995 | 0.17040 | 0.40860 | 0.30002 | 0.74504 | 0.59519 |
| 9 | 0.46365 | 0.65910 | 0.55404 | 657 | 374 | 0.10088 | 0.23959 | 0.56925 | 0.20006 | 0.57463 | 0.68841 |
| 10 | 0.65961 | 0.96856 | 0.78807 | 646 | 523 | 0.09919 | 0.33504 | 0.80960 | 0.09919 | 0.33504 | 0.80960 |
| DataSet | 0.00000 | 0.96856 | 0.23289 | 6513 | 1561 | 1.00000 | 1.00000 | 0.23967 | 1.00000 | 1.00000 | 0.23967 |
Model Comparison¶
ROC Curve¶
True Positive Rate (TPR) vs.False Positive Rate (FPR)¶
References¶
- T. Fawcett, An introduction to ROC analysis, Pattern Recognition Letters, Volume 27, Issue 8, June 2006, Pages 861-874. doi.org/10.1016/j.patrec.2005.10.010.
- sklearn.metrics.roc_curve, http://scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html
In [43]:
%matplotlib auto
#%matplotlib notebook
Using matplotlib backend: Qt5Agg
In [44]:
LGRModel.plot_eval_matrics(comparison=True)
RFModel.plot_eval_matrics(comparison=True)
RFModel2.plot_eval_matrics(comparison=True)
7. Score¶
In [45]:
TestDataset = mltk.score_dataset(TestDataset, RFModel, edges=None, score_label=None, fill_missing=0)
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.0s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 0.1s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 0.3s [Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed: 0.3s finished
In [46]:
%matplotlib inline
In [47]:
score_variable = RFModel.get_score_variable()
score_label = RFModel.get_score_label()
Robustnesstable = mltk.robustness_table(ResultsSet=TestDataset, class_variable=class_variable, score_variable=score_variable, score_label=score_label, show_plot=True)
Generate Predicted Value (Score)¶
Confusion Matrix [actual, predicted]¶
Confusion Matrix Terms¶
For a Binary Classifier¶
- TN= CF[0,0], FP= CF[0,1], FN= CF[1,0], TP= CF[1,1]
- Accuracy (ACC) = (TP+TN)/TOTAL
- Hit Rate, Sensitivity, Recall or True Positive Rate (TPR) = TP/(TP+FN)
- False Positive Rate (FPR) = FP/(FP+TN)
- Specificity or True Negative Rate (TNR) = TN/(FP+TN)
- Miss Rate or False Negative rate (FNR) = FN/(FN+TP)
- Positive Predictive Value or Precision (PPV) = TP/(TP+FP)
- Harmonic Mean of Precision and Sensitivity or F1 score (F1) = 2TP/(2TP+FP+FN)
For a Multi-class Classifier¶
- TPS = Diagonal(CF)
- SUCCESS = Sum(TPS)
- Sum of Actual Conditions (ASUM) = RowSum(CF)
- Sum of Predicted conditions (PSUM) = ColumnsSum(CF)
- Positive Predictive Value or Precision for Class i (PPV[i]) = TPS[i]/PSUM
- Hit Rate, Sensitivity, Recall or True Positive Rate for Class i (TPR[i]) = TPS[i]/ASUM
References:¶
- C. Beleites, R. Salzer, V. Sergo, Validation of soft classification models using partial class memberships: An extended concept of sensitivity & co. applied to grading of astrocytoma tissues, Chemometrics and Intelligent Laboratory Systems Volume 122, 15 March 2013, Pages 12-22. doi.org/10.1016/j.chemolab.2012.12.003.
- sklearn.metrics.confusion_matrix, http://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html
- Confusion Matrix, http://www2.cs.uregina.ca/~dbd/cs831/notes/ROC/ROC.html.
In [48]:
threshold = 0.7
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix = mltk.confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[48]:
| Predicted | Total | |||
|---|---|---|---|---|
| 0 | 1 | |||
| Actual | 0 | 4861 | 91 | 4952 |
| 1 | 1136 | 425 | 1561 | |
| Total | 5997 | 516 | 6513 | |
In [49]:
threshold = 0.8
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix = mltk.confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[49]:
| Predicted | Total | |||
|---|---|---|---|---|
| 0 | 1 | |||
| Actual | 0 | 4903 | 49 | 4952 |
| 1 | 1317 | 244 | 1561 | |
| Total | 6220 | 293 | 6513 | |
In [50]:
ConfusionMatrixRow = mltk.confusion_matrix_to_row(ConfusionMatrix, ModelID=RFModel.model_attributes['ModelID'])
ConfusionMatrixRow
Out[50]:
| ModelID | TN | FP | FN | TP | TOTAL | P1 | P0 | A1 | A0 | TPR | TNR | FPR | FNR | PPV | ACC | F1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | INCOMELEVELRF20190701013956 | 4903 | 49 | 1317 | 244 | 6513 | 293 | 6220 | 1561 | 4952 | 0.15631 | 0.99011 | 0.00989 | 0.84369 | 0.83276 | 0.79027 | 0.26321 |
In [51]:
Models = [LGRModel, RFModel, RFModel2]
threshold=0.8
ConfusionMatrixComparison = mltk.confusion_matrix_comparison(TestDataset, Models, score_variable, threshold)
ConfusionMatrixComparison.style.background_gradient(cmap='coolwarm').set_precision(3)
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.0s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 0.1s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 0.3s [Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed: 0.3s finished [Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers. [Parallel(n_jobs=2)]: Done 46 tasks | elapsed: 0.0s [Parallel(n_jobs=2)]: Done 196 tasks | elapsed: 0.1s [Parallel(n_jobs=2)]: Done 446 tasks | elapsed: 0.3s [Parallel(n_jobs=2)]: Done 796 tasks | elapsed: 0.5s [Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed: 0.7s finished
Out[51]:
| ModelID | TN | FP | FN | TP | TOTAL | P1 | P0 | A1 | A0 | TPR | TNR | FPR | FNR | PPV | ACC | F1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | INCOMELEVELLGR20190701013951_0.8 | 4921 | 31 | 1304 | 257 | 6513 | 288 | 6225 | 1561 | 4952 | 0.165 | 0.994 | 0.00626 | 0.835 | 0.892 | 0.795 | 0.278 |
| 1 | INCOMELEVELRF20190701013956_0.8 | 4903 | 49 | 1317 | 244 | 6513 | 293 | 6220 | 1561 | 4952 | 0.156 | 0.99 | 0.00989 | 0.844 | 0.833 | 0.79 | 0.263 |
| 2 | INCOMELEVELRF20190701014006_0.8 | 4912 | 40 | 1330 | 231 | 6513 | 271 | 6242 | 1561 | 4952 | 0.148 | 0.992 | 0.00808 | 0.852 | 0.852 | 0.79 | 0.252 |
This notebook and related materials were developed by Sumudu Tennakoon to demostrate the MLToolkit python library and its interoperability with the standared Python data analysis and machine learning packages (e.g. Pandas, Sci-kitlearn, Statsmodel, etc.) Create Date: July 01, 2018; Last Update: July 01, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)
In [ ]: